Class RobustKnownBiasAndFrameAccelerometerCalibrator
java.lang.Object
com.irurueta.navigation.inertial.calibration.accelerometer.RobustKnownBiasAndFrameAccelerometerCalibrator
- All Implemented Interfaces:
AccelerometerCalibrator,AccelerometerNonLinearCalibrator,KnownBiasAccelerometerCalibrator,OrderedStandardDeviationFrameBodyKinematicsAccelerometerCalibrator,QualityScoredAccelerometerCalibrator
- Direct Known Subclasses:
LMedSRobustKnownBiasAndFrameAccelerometerCalibrator,MSACRobustKnownBiasAndFrameAccelerometerCalibrator,PROMedSRobustKnownBiasAndFrameAccelerometerCalibrator,PROSACRobustKnownBiasAndFrameAccelerometerCalibrator,RANSACRobustKnownBiasAndFrameAccelerometerCalibrator
public abstract class RobustKnownBiasAndFrameAccelerometerCalibrator
extends Object
implements AccelerometerNonLinearCalibrator, KnownBiasAccelerometerCalibrator, OrderedStandardDeviationFrameBodyKinematicsAccelerometerCalibrator, QualityScoredAccelerometerCalibrator
This is an abstract class to robustly estimate accelerometer
cross couplings and scaling factors.
This estimator assumes that biases are known.
To use this calibrator at least 4 measurements at different known frames must be provided. In other words, accelerometer samples must be obtained at 4 different positions, orientations and velocities (although typically velocities are always zero).
Measured specific force is assumed to follow the model shown below:
fmeas = ba + (I + Ma) * ftrue + w
Where:
- fmeas is the measured specific force. This is a 3x1 vector.
- ba is accelerometer bias. Ideally, on a perfect accelerometer, this should be a
3x1 zero vector.
- I is the 3x3 identity matrix.
- Ma is the 3x3 matrix containing cross-couplings and scaling factors. Ideally, on
a perfect accelerometer, this should be a 3x3 zero matrix.
- ftrue is ground-truth specific force.
- w is measurement noise.-
Field Summary
FieldsModifier and TypeFieldDescriptionprivate doubleKnown x coordinate of accelerometer bias expressed in meters per squared second (m/s^2).private doubleKnown y coordinate of accelerometer bias expressed in meters per squared second (m/s^2).private doubleKnown z coordinate of accelerometer bias expressed in meters per squared second (m/s^2).private booleanThis flag indicates whether z-axis is assumed to be common for accelerometer and gyroscope.protected doubleAmount of confidence expressed as a value between 0.0 and 1.0 (which is equivalent to 100%).static final doubleConstant defining default confidence of the estimated result, which is 99%.static final booleanIndicates that covariance is kept by default after refining result.static final intDefault maximum allowed number of iterations.static final floatDefault amount of progress variation before notifying a change in estimation progress.static final booleanIndicates that by default preliminary solutions are refined.static final booleanIndicates that result is refined by default using a non-linear calibrator (which uses a Levenberg-Marquardt fitter).static final com.irurueta.numerical.robust.RobustEstimatorMethodDefault robust estimator method when none is provided.static final booleanIndicates whether by default a common z-axis is assumed for both the accelerometer and gyroscope.static final booleanIndicates that by default a linear calibrator is used for preliminary solution estimation.private doubleEstimated chi square value.private intEstimated degrees of freedom of chi square value.private com.irurueta.algebra.MatrixEstimated covariance of estimated position.private com.irurueta.algebra.MatrixEstimated accelerometer scale factors and cross coupling errors.private doubleEstimated mean square error respect to provided measurements.private doubleEstimated probability of finding a smaller chi square value expressed as a value between 0.0 and 1.0.private doubleEstimated measure of quality of estimated fit as a value between 0.0 and 1.0.private doubleEstimated reduced chi square value.private doubleInitial x-y cross coupling error.private doubleInitial x-z cross coupling error.private doubleInitial y-x cross coupling error.private doubleInitial y-z cross coupling error.private doubleInitial z-x cross coupling error.private doubleInitial z-y cross coupling error.private doubleInitial x scaling factor.private doubleInitial y scaling factor.private doubleInitial z scaling factor.protected com.irurueta.numerical.robust.InliersDataData related to inliers found after calibration.private booleanIndicates whether covariance must be kept after refining result.A linear least squares calibrator.Listener to be notified of events such as when calibration starts, ends or its progress significantly changes.static final doubleMaximum allowed confidence value.static final floatMaximum allowed value for progress delta.protected intMaximum allowed number of iterations.protected List<StandardDeviationFrameBodyKinematics> Contains a list of body kinematics measurements taken at different frames (positions, orientations and velocities) and containing the standard deviations of accelerometer and gyroscope measurements.static final doubleMinimum allowed confidence value.static final intMinimum allowed number of iterations.static final floatMinimum allowed value for progress delta.static final intRequired minimum number of measurements.A non-linear least squares calibrator.protected intSize of subsets to be checked during robust estimation.protected floatAmount of progress variation before notifying a progress change during calibration.private booleanIndicates whether preliminary solutions must be refined after an initial linear solution is found.protected booleanIndicates whether result must be refined using a non linear calibrator over found inliers.protected booleanIndicates whether estimator is running.private booleanIndicates whether a linear calibrator is used or not for preliminary solutions. -
Constructor Summary
ConstructorsModifierConstructorDescriptionprotectedConstructor.protectedRobustKnownBiasAndFrameAccelerometerCalibrator(boolean commonAxisUsed) Constructor.protectedRobustKnownBiasAndFrameAccelerometerCalibrator(boolean commonAxisUsed, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener) Constructor.protectedRobustKnownBiasAndFrameAccelerometerCalibrator(double[] bias) Constructor.protectedRobustKnownBiasAndFrameAccelerometerCalibrator(double[] bias, boolean commonAxisUsed) Constructor.protectedRobustKnownBiasAndFrameAccelerometerCalibrator(double[] bias, boolean commonAxisUsed, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener) Constructor.protectedRobustKnownBiasAndFrameAccelerometerCalibrator(double[] bias, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener) Constructor.protectedRobustKnownBiasAndFrameAccelerometerCalibrator(double biasX, double biasY, double biasZ) Constructor.protectedRobustKnownBiasAndFrameAccelerometerCalibrator(double biasX, double biasY, double biasZ, boolean commonAxisUsed) Constructor.protectedRobustKnownBiasAndFrameAccelerometerCalibrator(double biasX, double biasY, double biasZ, boolean commonAxisUsed, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener) Constructor.protectedRobustKnownBiasAndFrameAccelerometerCalibrator(double biasX, double biasY, double biasZ, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener) Constructor.protectedRobustKnownBiasAndFrameAccelerometerCalibrator(com.irurueta.algebra.Matrix bias) Constructor.protectedRobustKnownBiasAndFrameAccelerometerCalibrator(com.irurueta.algebra.Matrix bias, boolean commonAxisUsed) Constructor.protectedRobustKnownBiasAndFrameAccelerometerCalibrator(com.irurueta.algebra.Matrix bias, boolean commonAxisUsed, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener) Constructor.protectedRobustKnownBiasAndFrameAccelerometerCalibrator(com.irurueta.algebra.Matrix bias, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener) Constructor.protectedRobustKnownBiasAndFrameAccelerometerCalibrator(RobustKnownBiasAndFrameAccelerometerCalibratorListener listener) Constructor.protectedRobustKnownBiasAndFrameAccelerometerCalibrator(com.irurueta.units.Acceleration biasX, com.irurueta.units.Acceleration biasY, com.irurueta.units.Acceleration biasZ) Constructor.protectedRobustKnownBiasAndFrameAccelerometerCalibrator(com.irurueta.units.Acceleration biasX, com.irurueta.units.Acceleration biasY, com.irurueta.units.Acceleration biasZ, boolean commonAxisUsed) Constructor.protectedRobustKnownBiasAndFrameAccelerometerCalibrator(com.irurueta.units.Acceleration biasX, com.irurueta.units.Acceleration biasY, com.irurueta.units.Acceleration biasZ, boolean commonAxisUsed, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener) Constructor.protectedRobustKnownBiasAndFrameAccelerometerCalibrator(com.irurueta.units.Acceleration biasX, com.irurueta.units.Acceleration biasY, com.irurueta.units.Acceleration biasZ, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener) Constructor.protectedRobustKnownBiasAndFrameAccelerometerCalibrator(List<StandardDeviationFrameBodyKinematics> measurements) Constructor.protectedRobustKnownBiasAndFrameAccelerometerCalibrator(List<StandardDeviationFrameBodyKinematics> measurements, boolean commonAxisUsed) Constructor.protectedRobustKnownBiasAndFrameAccelerometerCalibrator(List<StandardDeviationFrameBodyKinematics> measurements, boolean commonAxisUsed, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener) Constructor.protectedRobustKnownBiasAndFrameAccelerometerCalibrator(List<StandardDeviationFrameBodyKinematics> measurements, double[] bias) Constructor.protectedRobustKnownBiasAndFrameAccelerometerCalibrator(List<StandardDeviationFrameBodyKinematics> measurements, double[] bias, boolean commonAxisUsed) Constructor.protectedRobustKnownBiasAndFrameAccelerometerCalibrator(List<StandardDeviationFrameBodyKinematics> measurements, double[] bias, boolean commonAxisUsed, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener) Constructor.protectedRobustKnownBiasAndFrameAccelerometerCalibrator(List<StandardDeviationFrameBodyKinematics> measurements, double[] bias, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener) Constructor.protectedRobustKnownBiasAndFrameAccelerometerCalibrator(List<StandardDeviationFrameBodyKinematics> measurements, double biasX, double biasY, double biasZ) Constructor.protectedRobustKnownBiasAndFrameAccelerometerCalibrator(List<StandardDeviationFrameBodyKinematics> measurements, double biasX, double biasY, double biasZ, boolean commonAxisUsed) Constructor.protectedRobustKnownBiasAndFrameAccelerometerCalibrator(List<StandardDeviationFrameBodyKinematics> measurements, double biasX, double biasY, double biasZ, boolean commonAxisUsed, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener) Constructor.protectedRobustKnownBiasAndFrameAccelerometerCalibrator(List<StandardDeviationFrameBodyKinematics> measurements, double biasX, double biasY, double biasZ, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener) Constructor.protectedRobustKnownBiasAndFrameAccelerometerCalibrator(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.algebra.Matrix bias) Constructor.protectedRobustKnownBiasAndFrameAccelerometerCalibrator(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.algebra.Matrix bias, boolean commonAxisUsed) Constructor.protectedRobustKnownBiasAndFrameAccelerometerCalibrator(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.algebra.Matrix bias, boolean commonAxisUsed, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener) Constructor.protectedRobustKnownBiasAndFrameAccelerometerCalibrator(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.algebra.Matrix bias, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener) Constructor.protectedRobustKnownBiasAndFrameAccelerometerCalibrator(List<StandardDeviationFrameBodyKinematics> measurements, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener) Constructor.protectedRobustKnownBiasAndFrameAccelerometerCalibrator(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.units.Acceleration biasX, com.irurueta.units.Acceleration biasY, com.irurueta.units.Acceleration biasZ) Constructor.protectedRobustKnownBiasAndFrameAccelerometerCalibrator(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.units.Acceleration biasX, com.irurueta.units.Acceleration biasY, com.irurueta.units.Acceleration biasZ, boolean commonAxisUsed) Constructor.protectedRobustKnownBiasAndFrameAccelerometerCalibrator(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.units.Acceleration biasX, com.irurueta.units.Acceleration biasY, com.irurueta.units.Acceleration biasZ, boolean commonAxisUsed, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener) Constructor.protectedRobustKnownBiasAndFrameAccelerometerCalibrator(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.units.Acceleration biasX, com.irurueta.units.Acceleration biasY, com.irurueta.units.Acceleration biasZ, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener) Constructor. -
Method Summary
Modifier and TypeMethodDescriptionprotected voidattemptRefine(com.irurueta.algebra.Matrix preliminaryResult) Attempts to refine calibration parameters if refinement is requested.protected doublecomputeError(StandardDeviationFrameBodyKinematics measurement, com.irurueta.algebra.Matrix preliminaryMa) Computes error of a preliminary result respect a given measurement.protected voidcomputePreliminarySolutions(int[] samplesIndices, List<com.irurueta.algebra.Matrix> solutions) Computes a preliminary solution for a subset of samples picked by a robust estimator.private static doubleconvertAcceleration(double value, com.irurueta.units.AccelerationUnit unit) Converts acceleration value and unit to meters per squared second.private static doubleconvertAcceleration(com.irurueta.units.Acceleration acceleration) Converts acceleration instance to meters per squared second.create()Creates a robust accelerometer calibrator using default robust method.create(boolean commonAxisUsed) Creates a robust accelerometer calibrator using default robust method.create(boolean commonAxisUsed, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener) Creates a robust accelerometer calibrator using default robust method.create(boolean commonAxisUsed, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(double[] bias) Creates a robust accelerometer calibrator using default robust method.create(double[] bias, boolean commonAxisUsed) Creates a robust accelerometer calibrator using default robust method.create(double[] bias, boolean commonAxisUsed, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener) Creates a robust accelerometer calibrator using default robust method.create(double[] bias, boolean commonAxisUsed, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(double[] bias, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(double[] qualityScores, double[] bias, boolean commonAxisUsed, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(double[] qualityScores, double[] bias, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(double[] qualityScores, double[] bias, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(double[] qualityScores, double[] bias, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(double[] qualityScores, double biasX, double biasY, double biasZ, boolean commonAxisUsed, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(double[] qualityScores, double biasX, double biasY, double biasZ, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(double[] qualityScores, double biasX, double biasY, double biasZ, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(double[] qualityScores, double biasX, double biasY, double biasZ, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(double[] qualityScores, com.irurueta.algebra.Matrix bias, boolean commonAxisUsed, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(double[] qualityScores, com.irurueta.algebra.Matrix bias, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(double[] qualityScores, com.irurueta.algebra.Matrix bias, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(double[] qualityScores, com.irurueta.algebra.Matrix bias, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(double[] bias, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener) Creates a robust accelerometer calibrator using default robust method.create(double[] bias, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(double[] bias, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(double[] qualityScores, com.irurueta.units.Acceleration biasX, com.irurueta.units.Acceleration biasY, com.irurueta.units.Acceleration biasZ, boolean commonAxisUsed, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(double[] qualityScores, com.irurueta.units.Acceleration biasX, com.irurueta.units.Acceleration biasY, com.irurueta.units.Acceleration biasZ, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(double[] qualityScores, com.irurueta.units.Acceleration biasX, com.irurueta.units.Acceleration biasY, com.irurueta.units.Acceleration biasZ, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(double[] qualityScores, com.irurueta.units.Acceleration biasX, com.irurueta.units.Acceleration biasY, com.irurueta.units.Acceleration biasZ, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(double[] qualityScores, List<StandardDeviationFrameBodyKinematics> measurements, boolean commonAxisUsed, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(double[] qualityScores, List<StandardDeviationFrameBodyKinematics> measurements, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(double[] qualityScores, List<StandardDeviationFrameBodyKinematics> measurements, double[] bias, boolean commonAxisUsed, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(double[] qualityScores, List<StandardDeviationFrameBodyKinematics> measurements, double[] bias, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(double[] qualityScores, List<StandardDeviationFrameBodyKinematics> measurements, double[] bias, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(double[] qualityScores, List<StandardDeviationFrameBodyKinematics> measurements, double[] bias, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(double[] qualityScores, List<StandardDeviationFrameBodyKinematics> measurements, double biasX, double biasY, double biasZ, boolean commonAxisUsed, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(double[] qualityScores, List<StandardDeviationFrameBodyKinematics> measurements, double biasX, double biasY, double biasZ, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(double[] qualityScores, List<StandardDeviationFrameBodyKinematics> measurements, double biasX, double biasY, double biasZ, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(double[] qualityScores, List<StandardDeviationFrameBodyKinematics> measurements, double biasX, double biasY, double biasZ, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(double[] qualityScores, List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.algebra.Matrix bias, boolean commonAxisUsed, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(double[] qualityScores, List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.algebra.Matrix bias, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(double[] qualityScores, List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.algebra.Matrix bias, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(double[] qualityScores, List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.algebra.Matrix bias, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(double[] qualityScores, List<StandardDeviationFrameBodyKinematics> measurements, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(double[] qualityScores, List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(double[] qualityScores, List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.units.Acceleration biasX, com.irurueta.units.Acceleration biasY, com.irurueta.units.Acceleration biasZ, boolean commonAxisUsed, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(double[] qualityScores, List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.units.Acceleration biasX, com.irurueta.units.Acceleration biasY, com.irurueta.units.Acceleration biasZ, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(double[] qualityScores, List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.units.Acceleration biasX, com.irurueta.units.Acceleration biasY, com.irurueta.units.Acceleration biasZ, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(double[] qualityScores, List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.units.Acceleration biasX, com.irurueta.units.Acceleration biasY, com.irurueta.units.Acceleration biasZ, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(double biasX, double biasY, double biasZ) Creates a robust accelerometer calibrator using default robust method.create(double biasX, double biasY, double biasZ, boolean commonAxisUsed) Creates a robust accelerometer calibrator using default robust method.create(double biasX, double biasY, double biasZ, boolean commonAxisUsed, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener) Creates a robust accelerometer calibrator using default robust method.create(double biasX, double biasY, double biasZ, boolean commonAxisUsed, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(double biasX, double biasY, double biasZ, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(double biasX, double biasY, double biasZ, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener) Creates a robust accelerometer calibrator using default robust method.create(double biasX, double biasY, double biasZ, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(double biasX, double biasY, double biasZ, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(com.irurueta.algebra.Matrix bias) Creates a robust accelerometer calibrator using default robust method.create(com.irurueta.algebra.Matrix bias, boolean commonAxisUsed) Creates a robust accelerometer calibrator using default robust method.create(com.irurueta.algebra.Matrix bias, boolean commonAxisUsed, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener) Creates a robust accelerometer calibrator using default robust method.create(com.irurueta.algebra.Matrix bias, boolean commonAxisUsed, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(com.irurueta.algebra.Matrix bias, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(com.irurueta.algebra.Matrix bias, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener) Creates a robust accelerometer calibrator using default robust method.create(com.irurueta.algebra.Matrix bias, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(com.irurueta.algebra.Matrix bias, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.Creates a robust accelerometer calibrator using default robust method.create(RobustKnownBiasAndFrameAccelerometerCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(com.irurueta.units.Acceleration biasX, com.irurueta.units.Acceleration biasY, com.irurueta.units.Acceleration biasZ) Creates a robust accelerometer calibrator using default robust method.create(com.irurueta.units.Acceleration biasX, com.irurueta.units.Acceleration biasY, com.irurueta.units.Acceleration biasZ, boolean commonAxisUsed) Creates a robust accelerometer calibrator using default robust method.create(com.irurueta.units.Acceleration biasX, com.irurueta.units.Acceleration biasY, com.irurueta.units.Acceleration biasZ, boolean commonAxisUsed, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener) Creates a robust accelerometer calibrator using default robust method.create(com.irurueta.units.Acceleration biasX, com.irurueta.units.Acceleration biasY, com.irurueta.units.Acceleration biasZ, boolean commonAxisUsed, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(com.irurueta.units.Acceleration biasX, com.irurueta.units.Acceleration biasY, com.irurueta.units.Acceleration biasZ, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(com.irurueta.units.Acceleration biasX, com.irurueta.units.Acceleration biasY, com.irurueta.units.Acceleration biasZ, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener) Creates a robust accelerometer calibrator using default robust method.create(com.irurueta.units.Acceleration biasX, com.irurueta.units.Acceleration biasY, com.irurueta.units.Acceleration biasZ, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(com.irurueta.units.Acceleration biasX, com.irurueta.units.Acceleration biasY, com.irurueta.units.Acceleration biasZ, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(List<StandardDeviationFrameBodyKinematics> measurements) Creates a robust accelerometer calibrator using default robust method.create(List<StandardDeviationFrameBodyKinematics> measurements, boolean commonAxisUsed) Creates a robust accelerometer calibrator using default robust method.create(List<StandardDeviationFrameBodyKinematics> measurements, boolean commonAxisUsed, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener) Creates a robust accelerometer calibrator using default robust method.create(List<StandardDeviationFrameBodyKinematics> measurements, boolean commonAxisUsed, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(List<StandardDeviationFrameBodyKinematics> measurements, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(List<StandardDeviationFrameBodyKinematics> measurements, double[] bias) Creates a robust accelerometer calibrator using default robust method.create(List<StandardDeviationFrameBodyKinematics> measurements, double[] bias, boolean commonAxisUsed) Creates a robust accelerometer calibrator using default robust method.create(List<StandardDeviationFrameBodyKinematics> measurements, double[] bias, boolean commonAxisUsed, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener) Creates a robust accelerometer calibrator using default robust method.create(List<StandardDeviationFrameBodyKinematics> measurements, double[] bias, boolean commonAxisUsed, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(List<StandardDeviationFrameBodyKinematics> measurements, double[] bias, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(List<StandardDeviationFrameBodyKinematics> measurements, double[] bias, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener) Creates a robust accelerometer calibrator using default robust method.create(List<StandardDeviationFrameBodyKinematics> measurements, double[] bias, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(List<StandardDeviationFrameBodyKinematics> measurements, double[] bias, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(List<StandardDeviationFrameBodyKinematics> measurements, double biasX, double biasY, double biasZ) Creates a robust accelerometer calibrator using default robust method.create(List<StandardDeviationFrameBodyKinematics> measurements, double biasX, double biasY, double biasZ, boolean commonAxisUsed) Creates a robust accelerometer calibrator using default robust method.create(List<StandardDeviationFrameBodyKinematics> measurements, double biasX, double biasY, double biasZ, boolean commonAxisUsed, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener) Creates a robust accelerometer calibrator using default robust method.create(List<StandardDeviationFrameBodyKinematics> measurements, double biasX, double biasY, double biasZ, boolean commonAxisUsed, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(List<StandardDeviationFrameBodyKinematics> measurements, double biasX, double biasY, double biasZ, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(List<StandardDeviationFrameBodyKinematics> measurements, double biasX, double biasY, double biasZ, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener) Creates a robust accelerometer calibrator using default robust method.create(List<StandardDeviationFrameBodyKinematics> measurements, double biasX, double biasY, double biasZ, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(List<StandardDeviationFrameBodyKinematics> measurements, double biasX, double biasY, double biasZ, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.algebra.Matrix bias) Creates a robust accelerometer calibrator using default robust method.create(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.algebra.Matrix bias, boolean commonAxisUsed) Creates a robust accelerometer calibrator using default robust method.create(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.algebra.Matrix bias, boolean commonAxisUsed, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener) Creates a robust accelerometer calibrator using default robust method.create(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.algebra.Matrix bias, boolean commonAxisUsed, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.algebra.Matrix bias, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.algebra.Matrix bias, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener) Creates a robust accelerometer calibrator using default robust method.create(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.algebra.Matrix bias, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.algebra.Matrix bias, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(List<StandardDeviationFrameBodyKinematics> measurements, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener) Creates a robust accelerometer calibrator using default robust method.create(List<StandardDeviationFrameBodyKinematics> measurements, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.units.Acceleration biasX, com.irurueta.units.Acceleration biasY, com.irurueta.units.Acceleration biasZ) Creates a robust accelerometer calibrator using default robust method.create(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.units.Acceleration biasX, com.irurueta.units.Acceleration biasY, com.irurueta.units.Acceleration biasZ, boolean commonAxisUsed) Creates a robust accelerometer calibrator using default robust method.create(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.units.Acceleration biasX, com.irurueta.units.Acceleration biasY, com.irurueta.units.Acceleration biasZ, boolean commonAxisUsed, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener) Creates a robust accelerometer calibrator using default robust method.create(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.units.Acceleration biasX, com.irurueta.units.Acceleration biasY, com.irurueta.units.Acceleration biasZ, boolean commonAxisUsed, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.units.Acceleration biasX, com.irurueta.units.Acceleration biasY, com.irurueta.units.Acceleration biasZ, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.units.Acceleration biasX, com.irurueta.units.Acceleration biasY, com.irurueta.units.Acceleration biasZ, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener) Creates a robust accelerometer calibrator using default robust method.create(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.units.Acceleration biasX, com.irurueta.units.Acceleration biasY, com.irurueta.units.Acceleration biasZ, RobustKnownBiasAndFrameAccelerometerCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.create(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.units.Acceleration biasX, com.irurueta.units.Acceleration biasY, com.irurueta.units.Acceleration biasZ, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.double[]getBias()Gets known accelerometer bias as an array.voidgetBias(double[] result) Gets known accelerometer bias as an array.com.irurueta.algebra.MatrixGets known accelerometer bias as a column matrix.voidgetBiasAsMatrix(com.irurueta.algebra.Matrix result) Gets known accelerometer bias as a column matrix.Gets known accelerometer bias.voidgetBiasAsTriad(AccelerationTriad result) Gets known accelerometer bias.doublegetBiasX()Gets known x coordinate of accelerometer bias expressed in meters per squared second (m/s^2).com.irurueta.units.AccelerationGets known x coordinate of accelerometer bias.voidgetBiasXAsAcceleration(com.irurueta.units.Acceleration result) Gets known x coordinate of accelerometer bias.doublegetBiasY()Gets known y coordinate of accelerometer bias expressed in meters per squared second (m/s^2).com.irurueta.units.AccelerationGets known y coordinate of accelerometer bias.voidgetBiasYAsAcceleration(com.irurueta.units.Acceleration result) Gets known y coordinate of accelerometer bias.doublegetBiasZ()Gets known z coordinate of accelerometer bias expressed in meters per squared second (m/s^2).com.irurueta.units.AccelerationGets known z coordinate of accelerometer bias.voidgetBiasZAsAcceleration(com.irurueta.units.Acceleration result) Gets known z coordinate of accelerometer bias.doubleReturns amount of confidence expressed as a value between 0.0 and 1.0 (which is equivalent to 100%).doubleGets estimated chi square value.intGets estimated chi square degrees of freedom.com.irurueta.algebra.MatrixGets estimated covariance matrix for estimated calibration parameters.com.irurueta.algebra.MatrixGets estimated accelerometer scale factors and ross coupling errors.doubleGets estimated mean square error respect to provided measurements.Gets estimated x-y cross-coupling error.Gets estimated x-z cross-coupling error.Gets estimated y-x cross-coupling error.Gets estimated y-z cross-coupling error.Gets estimated z-x cross-coupling error.Gets estimated z-y cross-coupling error.doubleGets estimated probability of finding a smaller chi square value expressed as a value between 0.0 and 1.0.doubleGets estimated measure of quality of estimated fit as a value between 0.0 and 1.0.doubleGets estimated reduced chi square value.Gets estimated x-axis scale factor.Gets estimated y-axis scale factor.Gets estimated z-axis scale factor.com.irurueta.algebra.MatrixGets initial scale factors and cross coupling errors matrix.voidgetInitialMa(com.irurueta.algebra.Matrix result) Gets initial scale factors and cross coupling errors matrix.doubleGets initial x-y cross coupling error.doubleGets initial x-z cross coupling error.doubleGets initial y-x cross coupling error.doubleGets initial y-z cross coupling error.doubleGets initial z-x cross coupling error.doubleGets initial z-y cross coupling error.doubleGets initial x scaling factor.doubleGets initial y scaling factor.doubleGets initial z scaling factor.com.irurueta.numerical.robust.InliersDataGets data related to inliers found after estimation.Gets listener to handle events raised by this estimator.intReturns maximum allowed number of iterations.Gets a list of body kinematics measurements taken at different frames (positions, orientations and velocities) and containing the standard deviations of accelerometer and gyroscope measurements.Indicates the type of measurement used by this calibrator.abstract com.irurueta.numerical.robust.RobustEstimatorMethodReturns method being used for robust estimation.intGets minimum number of required measurements.intGets size of subsets to be checked during robust estimation.floatReturns amount of progress variation before notifying a progress change during calibration.double[]Returns quality scores corresponding to each measurement.private voidinternalSetBias(double[] bias) Internally sets known accelerometer bias as an array.private voidinternalSetBias(com.irurueta.algebra.Matrix bias) Internally sets known accelerometer bias as a column matrix.private voidinternalSetBiasCoordinates(double biasX, double biasY, double biasZ) Internally sets bias coordinates.private voidinternalSetBiasCoordinates(com.irurueta.units.Acceleration biasX, com.irurueta.units.Acceleration biasY, com.irurueta.units.Acceleration biasZ) Internally sets bias coordinates.booleanIndicates whether z-axis is assumed to be common for accelerometer and gyroscope.booleanIndicates whether covariance must be kept after refining result.booleanIndicates whether a linear calibrator is used or not for preliminary solutions.booleanIndicates whether this calibrator requires ordered measurements in a list or not.booleanIndicates whether preliminary solutions must be refined after an initial linear solution is found.booleanisReady()Indicates whether calibrator is ready to start.booleanIndicates whether result must be refined using a non-linear solver over found inliers.booleanIndicates whether calibrator is currently running or not.voidsetBias(double[] bias) Sets known accelerometer bias as an array.voidsetBias(com.irurueta.algebra.Matrix bias) Sets known accelerometer bias as a column matrix.voidsetBias(AccelerationTriad bias) Sets known accelerometer bias.voidsetBiasCoordinates(double biasX, double biasY, double biasZ) Sets known accelerometer bias coordinates expressed in meters per squared second (m/s^2).voidsetBiasCoordinates(com.irurueta.units.Acceleration biasX, com.irurueta.units.Acceleration biasY, com.irurueta.units.Acceleration biasZ) Sets known accelerometer bias coordinates.voidsetBiasX(double biasX) Sets known x coordinate of accelerometer bias expressed in meters per squared second (m/s^2).voidsetBiasX(com.irurueta.units.Acceleration biasX) Sets known x coordinate of accelerometer bias.voidsetBiasY(double biasY) Sets known y coordinate of accelerometer bias expressed in meters per squared second (m/s^2).voidsetBiasY(com.irurueta.units.Acceleration biasY) Sets known y coordinate of accelerometer bias.voidsetBiasZ(double biasZ) Sets known z coordinate of accelerometer bias expressed in meters per squared second (m/s^2).voidsetBiasZ(com.irurueta.units.Acceleration biasZ) Sets known z coordinate of accelerometer bias.voidsetCommonAxisUsed(boolean commonAxisUsed) Specifies whether z-axis is assumed to be common for accelerometer and gyroscope.voidsetConfidence(double confidence) Sets amount of confidence expressed as a value between 0.0 and 1.0 (which is equivalent to 100%).voidsetCovarianceKept(boolean keepCovariance) Specifies whether covariance must be kept after refining result.voidsetInitialCrossCouplingErrors(double initialMxy, double initialMxz, double initialMyx, double initialMyz, double initialMzx, double initialMzy) Sets initial cross coupling errors.voidsetInitialMa(com.irurueta.algebra.Matrix initialMa) Sets initial scale factors and cross coupling errors matrix.voidsetInitialMxy(double initialMxy) Sets initial x-y cross coupling error.voidsetInitialMxz(double initialMxz) Sets initial x-z cross coupling error.voidsetInitialMyx(double initialMyx) Sets initial y-x cross coupling error.voidsetInitialMyz(double initialMyz) Sets initial y-z cross coupling error.voidsetInitialMzx(double initialMzx) Sets initial z-x cross coupling error.voidsetInitialMzy(double initialMzy) Sets initial z-y cross coupling error.voidsetInitialScalingFactors(double initialSx, double initialSy, double initialSz) Sets initial scaling factors.voidsetInitialScalingFactorsAndCrossCouplingErrors(double initialSx, double initialSy, double initialSz, double initialMxy, double initialMxz, double initialMyx, double initialMyz, double initialMzx, double initialMzy) Sets initial scaling factors and cross coupling errors.voidsetInitialSx(double initialSx) Sets initial x scaling factor.voidsetInitialSy(double initialSy) Sets initial y scaling factor.voidsetInitialSz(double initialSz) Sets initial z scaling factor.voidsetLinearCalibratorUsed(boolean linearCalibratorUsed) Specifies whether a linear calibrator is used or not for preliminary solutions.voidSets listener to handle events raised by this estimator.voidsetMaxIterations(int maxIterations) Sets maximum allowed number of iterations.voidsetMeasurements(List<StandardDeviationFrameBodyKinematics> measurements) Sets a list of body kinematics measurements taken at different frames (positions, orientations and velocities) and containing the standard deviations of accelerometer and gyroscope measurements.voidsetPreliminarySolutionRefined(boolean preliminarySolutionRefined) Specifies whether preliminary solutions must be refined after an initial linear solution is found.voidsetPreliminarySubsetSize(int preliminarySubsetSize) Sets size of subsets to be checked during robust estimation.voidsetProgressDelta(float progressDelta) Sets amount of progress variation before notifying a progress change during calibration.voidsetQualityScores(double[] qualityScores) Sets quality scores corresponding to each measurement.voidsetResultRefined(boolean refineResult) Specifies whether result must be refined using a non-linear solver over found inliers.Methods inherited from class java.lang.Object
clone, equals, finalize, getClass, hashCode, notify, notifyAll, toString, wait, wait, waitMethods inherited from interface com.irurueta.navigation.inertial.calibration.accelerometer.AccelerometerCalibrator
calibrate, isQualityScoresRequired
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Field Details
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DEFAULT_USE_COMMON_Z_AXIS
public static final boolean DEFAULT_USE_COMMON_Z_AXISIndicates whether by default a common z-axis is assumed for both the accelerometer and gyroscope.- See Also:
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MINIMUM_MEASUREMENTS
public static final int MINIMUM_MEASUREMENTSRequired minimum number of measurements.- See Also:
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DEFAULT_USE_LINEAR_CALIBRATOR
public static final boolean DEFAULT_USE_LINEAR_CALIBRATORIndicates that by default a linear calibrator is used for preliminary solution estimation. The result obtained on each preliminary solution might be later refined.- See Also:
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DEFAULT_REFINE_PRELIMINARY_SOLUTIONS
public static final boolean DEFAULT_REFINE_PRELIMINARY_SOLUTIONSIndicates that by default preliminary solutions are refined.- See Also:
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DEFAULT_ROBUST_METHOD
public static final com.irurueta.numerical.robust.RobustEstimatorMethod DEFAULT_ROBUST_METHODDefault robust estimator method when none is provided. -
DEFAULT_REFINE_RESULT
public static final boolean DEFAULT_REFINE_RESULTIndicates that result is refined by default using a non-linear calibrator (which uses a Levenberg-Marquardt fitter).- See Also:
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DEFAULT_KEEP_COVARIANCE
public static final boolean DEFAULT_KEEP_COVARIANCEIndicates that covariance is kept by default after refining result.- See Also:
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DEFAULT_PROGRESS_DELTA
public static final float DEFAULT_PROGRESS_DELTADefault amount of progress variation before notifying a change in estimation progress. By default this is set to 5%.- See Also:
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MIN_PROGRESS_DELTA
public static final float MIN_PROGRESS_DELTAMinimum allowed value for progress delta.- See Also:
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MAX_PROGRESS_DELTA
public static final float MAX_PROGRESS_DELTAMaximum allowed value for progress delta.- See Also:
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DEFAULT_CONFIDENCE
public static final double DEFAULT_CONFIDENCEConstant defining default confidence of the estimated result, which is 99%. This means that with a probability of 99% estimation will be accurate because chosen sub-samples will be inliers.- See Also:
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DEFAULT_MAX_ITERATIONS
public static final int DEFAULT_MAX_ITERATIONSDefault maximum allowed number of iterations.- See Also:
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MIN_CONFIDENCE
public static final double MIN_CONFIDENCEMinimum allowed confidence value.- See Also:
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MAX_CONFIDENCE
public static final double MAX_CONFIDENCEMaximum allowed confidence value.- See Also:
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MIN_ITERATIONS
public static final int MIN_ITERATIONSMinimum allowed number of iterations.- See Also:
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measurements
Contains a list of body kinematics measurements taken at different frames (positions, orientations and velocities) and containing the standard deviations of accelerometer and gyroscope measurements. If a single device IMU needs to be calibrated, typically all measurements are taken at the same position, with zero velocity and multiple orientations. However, if we just want to calibrate a given IMU model (e.g. obtain an average and less precise calibration for the IMU of a given phone model), we could take measurements collected throughout the planet at multiple positions while the phone remains static (e.g. while charging), hence each measurement position will change, velocity will remain zero and orientation will be typically constant at horizontal orientation while the phone remains on a flat surface. -
listener
Listener to be notified of events such as when calibration starts, ends or its progress significantly changes. -
running
protected boolean runningIndicates whether estimator is running. -
progressDelta
protected float progressDeltaAmount of progress variation before notifying a progress change during calibration. -
confidence
protected double confidenceAmount of confidence expressed as a value between 0.0 and 1.0 (which is equivalent to 100%). The amount of confidence indicates the probability that the estimated result is correct. Usually this value will be close to 1.0, but not exactly 1.0. -
maxIterations
protected int maxIterationsMaximum allowed number of iterations. When the maximum number of iterations is exceeded, result will not be available, however an approximate result will be available for retrieval. -
inliersData
protected com.irurueta.numerical.robust.InliersData inliersDataData related to inliers found after calibration. -
refineResult
protected boolean refineResultIndicates whether result must be refined using a non linear calibrator over found inliers. If true, inliers will be computed and kept in any implementation regardless of the settings. -
preliminarySubsetSize
protected int preliminarySubsetSizeSize of subsets to be checked during robust estimation. -
commonAxisUsed
private boolean commonAxisUsedThis flag indicates whether z-axis is assumed to be common for accelerometer and gyroscope. When enabled, this eliminates 3 variables from Ma matrix. -
biasX
private double biasXKnown x coordinate of accelerometer bias expressed in meters per squared second (m/s^2). -
biasY
private double biasYKnown y coordinate of accelerometer bias expressed in meters per squared second (m/s^2). -
biasZ
private double biasZKnown z coordinate of accelerometer bias expressed in meters per squared second (m/s^2). -
initialSx
private double initialSxInitial x scaling factor. -
initialSy
private double initialSyInitial y scaling factor. -
initialSz
private double initialSzInitial z scaling factor. -
initialMxy
private double initialMxyInitial x-y cross coupling error. -
initialMxz
private double initialMxzInitial x-z cross coupling error. -
initialMyx
private double initialMyxInitial y-x cross coupling error. -
initialMyz
private double initialMyzInitial y-z cross coupling error. -
initialMzx
private double initialMzxInitial z-x cross coupling error. -
initialMzy
private double initialMzyInitial z-y cross coupling error. -
useLinearCalibrator
private boolean useLinearCalibratorIndicates whether a linear calibrator is used or not for preliminary solutions. -
refinePreliminarySolutions
private boolean refinePreliminarySolutionsIndicates whether preliminary solutions must be refined after an initial linear solution is found. -
estimatedMa
private com.irurueta.algebra.Matrix estimatedMaEstimated accelerometer scale factors and cross coupling errors. This is the product of matrix Ta containing cross coupling errors and Ka containing scaling factors. So tat:Ma = [sx mxy mxz] = Ta*Ka [myx sy myz] [mzx mzy sz ]Where:Ka = [sx 0 0 ] [0 sy 0 ] [0 0 sz]andTa = [1 -alphaXy alphaXz ] [alphaYx 1 -alphaYz] [-alphaZx alphaZy 1 ]Hence:Ma = [sx mxy mxz] = Ta*Ka = [sx -sy * alphaXy sz * alphaXz ] [myx sy myz] [sx * alphaYx sy -sz * alphaYz] [mzx mzy sz ] [-sx * alphaZx sy * alphaZy sz ]This instance allows any 3x3 matrix however, typically alphaYx, alphaZx and alphaZy are considered to be zero if the accelerometer z-axis is assumed to be the same as the body z-axis. When this is assumed, myx = mzx = mzy = 0 and the Ma matrix becomes upper diagonal:Ma = [sx mxy mxz] [0 sy myz] [0 0 sz ]Values of this matrix are unit-less. -
keepCovariance
private boolean keepCovarianceIndicates whether covariance must be kept after refining result. This setting is only taken into account if result is refined. -
estimatedCovariance
private com.irurueta.algebra.Matrix estimatedCovarianceEstimated covariance of estimated position. This is only available when result has been refined and covariance is kept. -
estimatedChiSq
private double estimatedChiSqEstimated chi square value. -
estimatedChiSqDegreesOfFreedom
private int estimatedChiSqDegreesOfFreedomEstimated degrees of freedom of chi square value. Degrees of freedom is equal to the number of sampled data minus the number of estimated parameters. -
estimatedReducedChiSq
private double estimatedReducedChiSqEstimated reduced chi square value. This is equal to estimated chi square value divided by its degrees of freedom. Ideally this value should be close to 1.0. -
estimatedMse
private double estimatedMseEstimated mean square error respect to provided measurements. -
estimatedP
private double estimatedPEstimated probability of finding a smaller chi square value expressed as a value between 0.0 and 1.0. The smaller the found chi square value is, the better the fit of the estimated parameters to the actual parameter. Thus, the smaller the chance of finding a smaller chi square value, then the better the estimated fit is. -
estimatedQ
private double estimatedQEstimated measure of quality of estimated fit as a value between 0.0 and 1.0. The larger the quality value is, the better the fit that has been estimated. -
linearCalibrator
A linear least squares calibrator. -
nonLinearCalibrator
A non-linear least squares calibrator.
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Constructor Details
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RobustKnownBiasAndFrameAccelerometerCalibrator
protected RobustKnownBiasAndFrameAccelerometerCalibrator()Constructor. -
RobustKnownBiasAndFrameAccelerometerCalibrator
protected RobustKnownBiasAndFrameAccelerometerCalibrator(List<StandardDeviationFrameBodyKinematics> measurements) Constructor.- Parameters:
measurements- list of body kinematics measurements with standard deviations taken at different frames (positions, orientations and velocities).
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RobustKnownBiasAndFrameAccelerometerCalibrator
protected RobustKnownBiasAndFrameAccelerometerCalibrator(boolean commonAxisUsed) Constructor.- Parameters:
commonAxisUsed- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.
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RobustKnownBiasAndFrameAccelerometerCalibrator
protected RobustKnownBiasAndFrameAccelerometerCalibrator(List<StandardDeviationFrameBodyKinematics> measurements, boolean commonAxisUsed) Constructor.- Parameters:
measurements- list of body kinematics measurements with standard deviations taken at different frames (positions, orientations and velocities).commonAxisUsed- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.
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RobustKnownBiasAndFrameAccelerometerCalibrator
protected RobustKnownBiasAndFrameAccelerometerCalibrator(double biasX, double biasY, double biasZ) Constructor.- Parameters:
biasX- known x coordinate of accelerometer bias expressed in meters per squared second (m/s^2).biasY- known y coordinate of accelerometer bias expressed in meters per squared second (m/s^2).biasZ- known z coordinate of accelerometer bias expressed in meters per squared second (m/s^2).
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RobustKnownBiasAndFrameAccelerometerCalibrator
protected RobustKnownBiasAndFrameAccelerometerCalibrator(List<StandardDeviationFrameBodyKinematics> measurements, double biasX, double biasY, double biasZ) Constructor.- Parameters:
measurements- list of body kinematics measurements with standard deviations taken at different frames (positions, orientations and velocities).biasX- known x coordinate of accelerometer bias expressed in meters per squared second (m/s^2).biasY- known y coordinate of accelerometer bias expressed in meters per squared second (m/s^2).biasZ- known z coordinate of accelerometer bias expressed in meters per squared second (m/s^2).
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RobustKnownBiasAndFrameAccelerometerCalibrator
protected RobustKnownBiasAndFrameAccelerometerCalibrator(double biasX, double biasY, double biasZ, boolean commonAxisUsed) Constructor.- Parameters:
biasX- known x coordinate of accelerometer bias expressed in meters per squared second (m/s^2).biasY- known y coordinate of accelerometer bias expressed in meters per squared second (m/s^2).biasZ- known z coordinate of accelerometer bias expressed in meters per squared second (m/s^2).commonAxisUsed- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.
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RobustKnownBiasAndFrameAccelerometerCalibrator
protected RobustKnownBiasAndFrameAccelerometerCalibrator(List<StandardDeviationFrameBodyKinematics> measurements, double biasX, double biasY, double biasZ, boolean commonAxisUsed) Constructor.- Parameters:
measurements- list of body kinematics measurements with standard deviations taken at different frames (positions, orientations and velocities).biasX- known x coordinate of accelerometer bias expressed in meters per squared second (m/s^2).biasY- known y coordinate of accelerometer bias expressed in meters per squared second (m/s^2).biasZ- known z coordinate of accelerometer bias expressed in meters per squared second (m/s^2).commonAxisUsed- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.
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RobustKnownBiasAndFrameAccelerometerCalibrator
protected RobustKnownBiasAndFrameAccelerometerCalibrator(com.irurueta.units.Acceleration biasX, com.irurueta.units.Acceleration biasY, com.irurueta.units.Acceleration biasZ) Constructor.- Parameters:
biasX- known x coordinate of accelerometer bias.biasY- known y coordinate of accelerometer bias.biasZ- known z coordinate of accelerometer bias.
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RobustKnownBiasAndFrameAccelerometerCalibrator
protected RobustKnownBiasAndFrameAccelerometerCalibrator(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.units.Acceleration biasX, com.irurueta.units.Acceleration biasY, com.irurueta.units.Acceleration biasZ) Constructor.- Parameters:
measurements- list of body kinematics measurements with standard deviations taken at different frames (positions, orientations and velocities).biasX- known x coordinate of accelerometer bias.biasY- known y coordinate of accelerometer bias.biasZ- known z coordinate of accelerometer bias.
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RobustKnownBiasAndFrameAccelerometerCalibrator
protected RobustKnownBiasAndFrameAccelerometerCalibrator(com.irurueta.units.Acceleration biasX, com.irurueta.units.Acceleration biasY, com.irurueta.units.Acceleration biasZ, boolean commonAxisUsed) Constructor.- Parameters:
biasX- known x coordinate of accelerometer bias.biasY- known y coordinate of accelerometer bias.biasZ- known z coordinate of accelerometer bias.commonAxisUsed- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.
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RobustKnownBiasAndFrameAccelerometerCalibrator
protected RobustKnownBiasAndFrameAccelerometerCalibrator(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.units.Acceleration biasX, com.irurueta.units.Acceleration biasY, com.irurueta.units.Acceleration biasZ, boolean commonAxisUsed) Constructor.- Parameters:
measurements- list of body kinematics measurements with standard deviations taken at different frames (positions, orientations and velocities).biasX- known x coordinate of accelerometer bias.biasY- known y coordinate of accelerometer bias.biasZ- known z coordinate of accelerometer bias.commonAxisUsed- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.
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RobustKnownBiasAndFrameAccelerometerCalibrator
protected RobustKnownBiasAndFrameAccelerometerCalibrator(double[] bias) Constructor.- Parameters:
bias- known accelerometer bias.- Throws:
IllegalArgumentException- if provided array does not have length 3.
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RobustKnownBiasAndFrameAccelerometerCalibrator
protected RobustKnownBiasAndFrameAccelerometerCalibrator(List<StandardDeviationFrameBodyKinematics> measurements, double[] bias) Constructor.- Parameters:
measurements- list of body kinematics measurements with standard deviations taken at different frames (positions, orientations and velocities).bias- known accelerometer bias.- Throws:
IllegalArgumentException- if provided array does not have length 3.
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RobustKnownBiasAndFrameAccelerometerCalibrator
protected RobustKnownBiasAndFrameAccelerometerCalibrator(double[] bias, boolean commonAxisUsed) Constructor.- Parameters:
bias- known accelerometer bias.commonAxisUsed- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.- Throws:
IllegalArgumentException- if provided array does not have length 3.
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RobustKnownBiasAndFrameAccelerometerCalibrator
protected RobustKnownBiasAndFrameAccelerometerCalibrator(List<StandardDeviationFrameBodyKinematics> measurements, double[] bias, boolean commonAxisUsed) Constructor.- Parameters:
measurements- list of body kinematics measurements with standard deviations taken at different frames (positions, orientations and velocities).bias- known accelerometer bias.commonAxisUsed- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.- Throws:
IllegalArgumentException- if provided array does not have length 3.
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RobustKnownBiasAndFrameAccelerometerCalibrator
protected RobustKnownBiasAndFrameAccelerometerCalibrator(com.irurueta.algebra.Matrix bias) Constructor.- Parameters:
bias- known accelerometer bias.- Throws:
IllegalArgumentException- if provided matrix is not 3x1.
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RobustKnownBiasAndFrameAccelerometerCalibrator
protected RobustKnownBiasAndFrameAccelerometerCalibrator(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.algebra.Matrix bias) Constructor.- Parameters:
measurements- list of body kinematics measurements with standard deviations taken at different frames (positions, orientations and velocities).bias- known accelerometer bias.- Throws:
IllegalArgumentException- if provided matrix is not 3x1.
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RobustKnownBiasAndFrameAccelerometerCalibrator
protected RobustKnownBiasAndFrameAccelerometerCalibrator(com.irurueta.algebra.Matrix bias, boolean commonAxisUsed) Constructor.- Parameters:
bias- known accelerometer bias.commonAxisUsed- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.- Throws:
IllegalArgumentException- if provided matrix is not 3x1.
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RobustKnownBiasAndFrameAccelerometerCalibrator
protected RobustKnownBiasAndFrameAccelerometerCalibrator(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.algebra.Matrix bias, boolean commonAxisUsed) Constructor.- Parameters:
measurements- list of body kinematics measurements with standard deviations taken at different frames (positions, orientations and velocities).bias- known accelerometer bias.commonAxisUsed- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.- Throws:
IllegalArgumentException- if provided matrix is not 3x1.
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Method Details
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getBiasX
public double getBiasX()Gets known x coordinate of accelerometer bias expressed in meters per squared second (m/s^2).- Specified by:
getBiasXin interfaceKnownBiasAccelerometerCalibrator- Returns:
- x coordinate of accelerometer bias.
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setBiasX
public void setBiasX(double biasX) throws com.irurueta.navigation.LockedException Sets known x coordinate of accelerometer bias expressed in meters per squared second (m/s^2).- Specified by:
setBiasXin interfaceKnownBiasAccelerometerCalibrator- Parameters:
biasX- x coordinate of accelerometer bias.- Throws:
com.irurueta.navigation.LockedException- if calibrator is currently running.
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getBiasY
public double getBiasY()Gets known y coordinate of accelerometer bias expressed in meters per squared second (m/s^2).- Specified by:
getBiasYin interfaceKnownBiasAccelerometerCalibrator- Returns:
- y coordinate of accelerometer bias.
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setBiasY
public void setBiasY(double biasY) throws com.irurueta.navigation.LockedException Sets known y coordinate of accelerometer bias expressed in meters per squared second (m/s^2).- Specified by:
setBiasYin interfaceKnownBiasAccelerometerCalibrator- Parameters:
biasY- y coordinate of accelerometer bias.- Throws:
com.irurueta.navigation.LockedException- if calibrator is currently running.
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getBiasZ
public double getBiasZ()Gets known z coordinate of accelerometer bias expressed in meters per squared second (m/s^2).- Specified by:
getBiasZin interfaceKnownBiasAccelerometerCalibrator- Returns:
- z coordinate of accelerometer bias.
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setBiasZ
public void setBiasZ(double biasZ) throws com.irurueta.navigation.LockedException Sets known z coordinate of accelerometer bias expressed in meters per squared second (m/s^2).- Specified by:
setBiasZin interfaceKnownBiasAccelerometerCalibrator- Parameters:
biasZ- z coordinate of accelerometer bias.- Throws:
com.irurueta.navigation.LockedException- if calibrator is currently running.
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getBiasXAsAcceleration
public com.irurueta.units.Acceleration getBiasXAsAcceleration()Gets known x coordinate of accelerometer bias.- Specified by:
getBiasXAsAccelerationin interfaceKnownBiasAccelerometerCalibrator- Returns:
- x coordinate of accelerometer bias.
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getBiasXAsAcceleration
public void getBiasXAsAcceleration(com.irurueta.units.Acceleration result) Gets known x coordinate of accelerometer bias.- Specified by:
getBiasXAsAccelerationin interfaceKnownBiasAccelerometerCalibrator- Parameters:
result- instance where result data will be stored.
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setBiasX
public void setBiasX(com.irurueta.units.Acceleration biasX) throws com.irurueta.navigation.LockedException Sets known x coordinate of accelerometer bias.- Specified by:
setBiasXin interfaceKnownBiasAccelerometerCalibrator- Parameters:
biasX- x coordinate of accelerometer bias.- Throws:
com.irurueta.navigation.LockedException- if calibrator is currently running.
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getBiasYAsAcceleration
public com.irurueta.units.Acceleration getBiasYAsAcceleration()Gets known y coordinate of accelerometer bias.- Specified by:
getBiasYAsAccelerationin interfaceKnownBiasAccelerometerCalibrator- Returns:
- y coordinate of accelerometer bias.
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getBiasYAsAcceleration
public void getBiasYAsAcceleration(com.irurueta.units.Acceleration result) Gets known y coordinate of accelerometer bias.- Specified by:
getBiasYAsAccelerationin interfaceKnownBiasAccelerometerCalibrator- Parameters:
result- instance where result data will be stored.
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setBiasY
public void setBiasY(com.irurueta.units.Acceleration biasY) throws com.irurueta.navigation.LockedException Sets known y coordinate of accelerometer bias.- Specified by:
setBiasYin interfaceKnownBiasAccelerometerCalibrator- Parameters:
biasY- y coordinate of accelerometer bias.- Throws:
com.irurueta.navigation.LockedException- if calibrator is currently running.
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getBiasZAsAcceleration
public com.irurueta.units.Acceleration getBiasZAsAcceleration()Gets known z coordinate of accelerometer bias.- Specified by:
getBiasZAsAccelerationin interfaceKnownBiasAccelerometerCalibrator- Returns:
- z coordinate of accelerometer bias.
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getBiasZAsAcceleration
public void getBiasZAsAcceleration(com.irurueta.units.Acceleration result) Gets known z coordinate of accelerometer bias.- Specified by:
getBiasZAsAccelerationin interfaceKnownBiasAccelerometerCalibrator- Parameters:
result- instance where result data will be stored.
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setBiasZ
public void setBiasZ(com.irurueta.units.Acceleration biasZ) throws com.irurueta.navigation.LockedException Sets known z coordinate of accelerometer bias.- Specified by:
setBiasZin interfaceKnownBiasAccelerometerCalibrator- Parameters:
biasZ- z coordinate of accelerometer bias.- Throws:
com.irurueta.navigation.LockedException- if calibrator is currently running.
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setBiasCoordinates
public void setBiasCoordinates(double biasX, double biasY, double biasZ) throws com.irurueta.navigation.LockedException Sets known accelerometer bias coordinates expressed in meters per squared second (m/s^2).- Specified by:
setBiasCoordinatesin interfaceKnownBiasAccelerometerCalibrator- Parameters:
biasX- x coordinate of accelerometer bias.biasY- y coordinate of accelerometer bias.biasZ- z coordinate of accelerometer bias.- Throws:
com.irurueta.navigation.LockedException- if calibrator is currently running.
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setBiasCoordinates
public void setBiasCoordinates(com.irurueta.units.Acceleration biasX, com.irurueta.units.Acceleration biasY, com.irurueta.units.Acceleration biasZ) throws com.irurueta.navigation.LockedException Sets known accelerometer bias coordinates.- Specified by:
setBiasCoordinatesin interfaceKnownBiasAccelerometerCalibrator- Parameters:
biasX- x coordinate of accelerometer bias.biasY- y coordinate of accelerometer bias.biasZ- z coordinate of accelerometer bias.- Throws:
com.irurueta.navigation.LockedException- if calibrator is currently running.
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getBiasAsTriad
Gets known accelerometer bias.- Specified by:
getBiasAsTriadin interfaceKnownBiasAccelerometerCalibrator- Returns:
- known accelerometer bias.
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getBias
public double[] getBias()Gets known accelerometer bias as an array. Array values are expressed in meters per squared second (m/s^2).- Specified by:
getBiasin interfaceKnownBiasAccelerometerCalibrator- Returns:
- array containing coordinates of known bias.
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getBias
public void getBias(double[] result) Gets known accelerometer bias as an array. Array values are expressed in meters per squared second (m/s^2).- Specified by:
getBiasin interfaceKnownBiasAccelerometerCalibrator- Parameters:
result- instance where result data will be copied to.- Throws:
IllegalArgumentException- if provided array does not have length 3.
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setBias
public void setBias(double[] bias) throws com.irurueta.navigation.LockedException Sets known accelerometer bias as an array. Array values are expressed in meters per squared second (m/s^2).- Specified by:
setBiasin interfaceKnownBiasAccelerometerCalibrator- Parameters:
bias- known accelerometer bias.- Throws:
com.irurueta.navigation.LockedException- if calibrator is currently running.IllegalArgumentException- if provided array does not have length 3.
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getBiasAsMatrix
public com.irurueta.algebra.Matrix getBiasAsMatrix()Gets known accelerometer bias as a column matrix.- Specified by:
getBiasAsMatrixin interfaceKnownBiasAccelerometerCalibrator- Returns:
- known accelerometer bias as a column matrix.
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getBiasAsMatrix
public void getBiasAsMatrix(com.irurueta.algebra.Matrix result) Gets known accelerometer bias as a column matrix.- Specified by:
getBiasAsMatrixin interfaceKnownBiasAccelerometerCalibrator- Parameters:
result- instance where result data will be copied to.- Throws:
IllegalArgumentException- if provided matrix is not 3x1.
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setBias
public void setBias(com.irurueta.algebra.Matrix bias) throws com.irurueta.navigation.LockedException Sets known accelerometer bias as a column matrix.- Specified by:
setBiasin interfaceKnownBiasAccelerometerCalibrator- Parameters:
bias- accelerometer bias to be set.- Throws:
com.irurueta.navigation.LockedException- if calibrator is currently runningIllegalArgumentException- if provided matrix is not 3x1.
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getInitialSx
public double getInitialSx()Gets initial x scaling factor. This is only taken into account if non-linear preliminary solutions are used.- Specified by:
getInitialSxin interfaceAccelerometerNonLinearCalibrator- Returns:
- initial x scaling factor.
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setInitialSx
public void setInitialSx(double initialSx) throws com.irurueta.navigation.LockedException Sets initial x scaling factor. This is only taken into account if non-linear preliminary solutions are used.- Specified by:
setInitialSxin interfaceAccelerometerNonLinearCalibrator- Parameters:
initialSx- initial x scaling factor.- Throws:
com.irurueta.navigation.LockedException- if calibrator is currently running.
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getInitialSy
public double getInitialSy()Gets initial y scaling factor. This is only taken into account if non-linear preliminary solutions are used.- Specified by:
getInitialSyin interfaceAccelerometerNonLinearCalibrator- Returns:
- initial y scaling factor.
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setInitialSy
public void setInitialSy(double initialSy) throws com.irurueta.navigation.LockedException Sets initial y scaling factor. This is only taken into account if non-linear preliminary solutions are used.- Specified by:
setInitialSyin interfaceAccelerometerNonLinearCalibrator- Parameters:
initialSy- initial y scaling factor.- Throws:
com.irurueta.navigation.LockedException- if calibrator is currently running.
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getInitialSz
public double getInitialSz()Gets initial z scaling factor. This is only taken into account if non-linear preliminary solutions are used.- Specified by:
getInitialSzin interfaceAccelerometerNonLinearCalibrator- Returns:
- initial z scaling factor.
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setInitialSz
public void setInitialSz(double initialSz) throws com.irurueta.navigation.LockedException Sets initial z scaling factor. This is only taken into account if non-linear preliminary solutions are used.- Specified by:
setInitialSzin interfaceAccelerometerNonLinearCalibrator- Parameters:
initialSz- initial z scaling factor.- Throws:
com.irurueta.navigation.LockedException- if calibrator is currently running.
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getInitialMxy
public double getInitialMxy()Gets initial x-y cross coupling error. This is only taken into account if non-linear preliminary solutions are used.- Specified by:
getInitialMxyin interfaceAccelerometerNonLinearCalibrator- Returns:
- initial x-y cross coupling error.
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setInitialMxy
public void setInitialMxy(double initialMxy) throws com.irurueta.navigation.LockedException Sets initial x-y cross coupling error. This is only taken into account if non-linear preliminary solutions are used.- Specified by:
setInitialMxyin interfaceAccelerometerNonLinearCalibrator- Parameters:
initialMxy- initial x-y cross coupling error.- Throws:
com.irurueta.navigation.LockedException- if calibrator is currently running.
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getInitialMxz
public double getInitialMxz()Gets initial x-z cross coupling error. This is only taken into account if non-linear preliminary solutions are used.- Specified by:
getInitialMxzin interfaceAccelerometerNonLinearCalibrator- Returns:
- initial x-z cross coupling error.
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setInitialMxz
public void setInitialMxz(double initialMxz) throws com.irurueta.navigation.LockedException Sets initial x-z cross coupling error. This is only taken into account if non-linear preliminary solutions are used.- Specified by:
setInitialMxzin interfaceAccelerometerNonLinearCalibrator- Parameters:
initialMxz- initial x-z cross coupling error.- Throws:
com.irurueta.navigation.LockedException- if calibrator is currently running.
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getInitialMyx
public double getInitialMyx()Gets initial y-x cross coupling error. This is only taken into account if non-linear preliminary solutions are used.- Specified by:
getInitialMyxin interfaceAccelerometerNonLinearCalibrator- Returns:
- initial y-x cross coupling error.
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setInitialMyx
public void setInitialMyx(double initialMyx) throws com.irurueta.navigation.LockedException Sets initial y-x cross coupling error. This is only taken into account if non-linear preliminary solutions are used.- Specified by:
setInitialMyxin interfaceAccelerometerNonLinearCalibrator- Parameters:
initialMyx- initial y-x cross coupling error.- Throws:
com.irurueta.navigation.LockedException- if calibrator is currently running.
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getInitialMyz
public double getInitialMyz()Gets initial y-z cross coupling error. This is only taken into account if non-linear preliminary solutions are used.- Specified by:
getInitialMyzin interfaceAccelerometerNonLinearCalibrator- Returns:
- initial y-z cross coupling error.
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setInitialMyz
public void setInitialMyz(double initialMyz) throws com.irurueta.navigation.LockedException Sets initial y-z cross coupling error. This is only taken into account if non-linear preliminary solutions are used.- Specified by:
setInitialMyzin interfaceAccelerometerNonLinearCalibrator- Parameters:
initialMyz- initial y-z cross coupling error.- Throws:
com.irurueta.navigation.LockedException- if calibrator is currently running.
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getInitialMzx
public double getInitialMzx()Gets initial z-x cross coupling error. This is only taken into account if non-linear preliminary solutions are used.- Specified by:
getInitialMzxin interfaceAccelerometerNonLinearCalibrator- Returns:
- initial z-x cross coupling error.
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setInitialMzx
public void setInitialMzx(double initialMzx) throws com.irurueta.navigation.LockedException Sets initial z-x cross coupling error. This is only taken into account if non-linear preliminary solutions are used.- Specified by:
setInitialMzxin interfaceAccelerometerNonLinearCalibrator- Parameters:
initialMzx- initial z-x cross coupling error.- Throws:
com.irurueta.navigation.LockedException- if calibrator is currently running.
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getInitialMzy
public double getInitialMzy()Gets initial z-y cross coupling error. This is only taken into account if non-linear preliminary solutions are used.- Specified by:
getInitialMzyin interfaceAccelerometerNonLinearCalibrator- Returns:
- initial z-y cross coupling error.
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setInitialMzy
public void setInitialMzy(double initialMzy) throws com.irurueta.navigation.LockedException Sets initial z-y cross coupling error. This is only taken into account if non-linear preliminary solutions are used.- Specified by:
setInitialMzyin interfaceAccelerometerNonLinearCalibrator- Parameters:
initialMzy- initial z-y cross coupling error.- Throws:
com.irurueta.navigation.LockedException- if calibrator is currently running.
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setInitialScalingFactors
public void setInitialScalingFactors(double initialSx, double initialSy, double initialSz) throws com.irurueta.navigation.LockedException Sets initial scaling factors. This is only taken into account if non-linear preliminary solutions are used.- Specified by:
setInitialScalingFactorsin interfaceAccelerometerNonLinearCalibrator- Parameters:
initialSx- initial x scaling factor.initialSy- initial y scaling factor.initialSz- initial z scaling factor.- Throws:
com.irurueta.navigation.LockedException- if calibrator is currently running.
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setInitialCrossCouplingErrors
public void setInitialCrossCouplingErrors(double initialMxy, double initialMxz, double initialMyx, double initialMyz, double initialMzx, double initialMzy) throws com.irurueta.navigation.LockedException Sets initial cross coupling errors. This is only taken into account if non-linear preliminary solutions are used.- Specified by:
setInitialCrossCouplingErrorsin interfaceAccelerometerNonLinearCalibrator- Parameters:
initialMxy- initial x-y cross coupling error.initialMxz- initial x-z cross coupling error.initialMyx- initial y-x cross coupling error.initialMyz- initial y-z cross coupling error.initialMzx- initial z-x cross coupling error.initialMzy- initial z-y cross coupling error.- Throws:
com.irurueta.navigation.LockedException- if calibrator is currently running.
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setInitialScalingFactorsAndCrossCouplingErrors
public void setInitialScalingFactorsAndCrossCouplingErrors(double initialSx, double initialSy, double initialSz, double initialMxy, double initialMxz, double initialMyx, double initialMyz, double initialMzx, double initialMzy) throws com.irurueta.navigation.LockedException Sets initial scaling factors and cross coupling errors. This is only taken into account if non-linear preliminary solutions are used.- Specified by:
setInitialScalingFactorsAndCrossCouplingErrorsin interfaceAccelerometerNonLinearCalibrator- Parameters:
initialSx- initial x scaling factor.initialSy- initial y scaling factor.initialSz- initial z scaling factor.initialMxy- initial x-y cross coupling error.initialMxz- initial x-z cross coupling error.initialMyx- initial y-x cross coupling error.initialMyz- initial y-z cross coupling error.initialMzx- initial z-x cross coupling error.initialMzy- initial z-y cross coupling error.- Throws:
com.irurueta.navigation.LockedException- if calibrator is currently running.
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getInitialMa
public com.irurueta.algebra.Matrix getInitialMa()Gets initial scale factors and cross coupling errors matrix. This is only taken into account if non-linear preliminary solutions are used.- Specified by:
getInitialMain interfaceAccelerometerNonLinearCalibrator- Returns:
- initial scale factors and cross coupling errors matrix.
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getInitialMa
public void getInitialMa(com.irurueta.algebra.Matrix result) Gets initial scale factors and cross coupling errors matrix. This is only taken into account if non-linear preliminary solutions are used.- Specified by:
getInitialMain interfaceAccelerometerNonLinearCalibrator- Parameters:
result- instance where data will be stored.- Throws:
IllegalArgumentException- if provided matrix is not 3x3.
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setInitialMa
public void setInitialMa(com.irurueta.algebra.Matrix initialMa) throws com.irurueta.navigation.LockedException Sets initial scale factors and cross coupling errors matrix. This is only taken into account if non-linear preliminary solutions are used.- Specified by:
setInitialMain interfaceAccelerometerNonLinearCalibrator- Parameters:
initialMa- initial scale factors and cross coupling errors matrix.- Throws:
IllegalArgumentException- if provided matrix is not 3x3.com.irurueta.navigation.LockedException- if calibrator is currently running.
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getMeasurements
Gets a list of body kinematics measurements taken at different frames (positions, orientations and velocities) and containing the standard deviations of accelerometer and gyroscope measurements. If a single device IMU needs to be calibrated, typically all measurements are taken at the same position, with zero velocity and multiple orientations. However, if we just want to calibrate the a given IMU model (e.g. obtain an average and less precise calibration for the IMU of a given phone model), we could take measurements collected throughout the planet at multiple positions while the phone remains static (e.g. while charging), hence each measurement position will change, velocity will remain zero and orientation will be typically constant at horizontal orientation while the phone remains on a flat surface.- Specified by:
getMeasurementsin interfaceOrderedStandardDeviationFrameBodyKinematicsAccelerometerCalibrator- Returns:
- a collection of body kinematics measurements taken at different frames (positions, orientations and velocities).
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setMeasurements
public void setMeasurements(List<StandardDeviationFrameBodyKinematics> measurements) throws com.irurueta.navigation.LockedException Sets a list of body kinematics measurements taken at different frames (positions, orientations and velocities) and containing the standard deviations of accelerometer and gyroscope measurements. If a single device IMU needs to be calibrated, typically all measurements are taken at the same position, with zero velocity and multiple orientations. However, if we just want to calibrate the a given IMU model (e.g. obtain an average and less precise calibration for the IMU of a given phone model), we could take measurements collected throughout the planet at multiple positions while the phone remains static (e.g. while charging), hence each measurement position will change, velocity will remain zero and orientation will be typically constant at horizontal orientation while the phone remains on a flat surface.- Specified by:
setMeasurementsin interfaceOrderedStandardDeviationFrameBodyKinematicsAccelerometerCalibrator- Parameters:
measurements- collection of body kinematics measurements taken at different frames (positions, orientations and velocities).- Throws:
com.irurueta.navigation.LockedException- if calibrator is currently running.
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getMeasurementType
Indicates the type of measurement used by this calibrator.- Specified by:
getMeasurementTypein interfaceAccelerometerCalibrator- Returns:
- type of measurement used by this calibrator.
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isOrderedMeasurementsRequired
public boolean isOrderedMeasurementsRequired()Indicates whether this calibrator requires ordered measurements in a list or not.- Specified by:
isOrderedMeasurementsRequiredin interfaceAccelerometerCalibrator- Returns:
- true if measurements must be ordered, false otherwise.
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isCommonAxisUsed
public boolean isCommonAxisUsed()Indicates whether z-axis is assumed to be common for accelerometer and gyroscope. When enabled, this eliminates 3 variables from Ma matrix.- Specified by:
isCommonAxisUsedin interfaceAccelerometerCalibrator- Returns:
- true if z-axis is assumed to be common for accelerometer and gyroscope, false otherwise.
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setCommonAxisUsed
public void setCommonAxisUsed(boolean commonAxisUsed) throws com.irurueta.navigation.LockedException Specifies whether z-axis is assumed to be common for accelerometer and gyroscope. When enabled, this eliminates 3 variables from Ma matrix.- Specified by:
setCommonAxisUsedin interfaceAccelerometerCalibrator- Parameters:
commonAxisUsed- true if z-axis is assumed to be common for accelerometer and gyroscope, false otherwise.- Throws:
com.irurueta.navigation.LockedException- if calibrator is currently running.
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getListener
Gets listener to handle events raised by this estimator.- Returns:
- listener to handle events raised by this estimator.
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getMinimumRequiredMeasurements
public int getMinimumRequiredMeasurements()Gets minimum number of required measurements.- Specified by:
getMinimumRequiredMeasurementsin interfaceAccelerometerCalibrator- Returns:
- minimum number of required measurements.
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isReady
public boolean isReady()Indicates whether calibrator is ready to start.- Specified by:
isReadyin interfaceAccelerometerCalibrator- Returns:
- true if calibrator is ready, false otherwise.
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isRunning
public boolean isRunning()Indicates whether calibrator is currently running or not.- Specified by:
isRunningin interfaceAccelerometerCalibrator- Returns:
- true if calibrator is running, false otherwise.
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isLinearCalibratorUsed
public boolean isLinearCalibratorUsed()Indicates whether a linear calibrator is used or not for preliminary solutions.- Returns:
- indicates whether a linear calibrator is used or not for preliminary solutions.
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setLinearCalibratorUsed
public void setLinearCalibratorUsed(boolean linearCalibratorUsed) throws com.irurueta.navigation.LockedException Specifies whether a linear calibrator is used or not for preliminary solutions.- Parameters:
linearCalibratorUsed- indicates whether a linear calibrator is used or not for preliminary solutions.- Throws:
com.irurueta.navigation.LockedException- if calibrator is currently running.
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isPreliminarySolutionRefined
public boolean isPreliminarySolutionRefined()Indicates whether preliminary solutions must be refined after an initial linear solution is found. If no initial solution is found using a linear solver, a non linear solver will be used regardless of this value using an average solution as the initial value to be refined.- Returns:
- true if preliminary solutions must be refined after an initial linear solution, false otherwise.
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setPreliminarySolutionRefined
public void setPreliminarySolutionRefined(boolean preliminarySolutionRefined) throws com.irurueta.navigation.LockedException Specifies whether preliminary solutions must be refined after an initial linear solution is found. If no initial solution is found using a linear solver, a non linear solver will be used regardless of this value using an average solution as the initial value to be refined.- Parameters:
preliminarySolutionRefined- true if preliminary solutions must be refined after an initial linear solution, false otherwise.- Throws:
com.irurueta.navigation.LockedException- if calibrator is currently running.
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getProgressDelta
public float getProgressDelta()Returns amount of progress variation before notifying a progress change during calibration.- Returns:
- amount of progress variation before notifying a progress change during calibration.
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setProgressDelta
public void setProgressDelta(float progressDelta) throws com.irurueta.navigation.LockedException Sets amount of progress variation before notifying a progress change during calibration.- Parameters:
progressDelta- amount of progress variation before notifying a progress change during calibration.- Throws:
IllegalArgumentException- if progress delta is less than zero or greater than 1.com.irurueta.navigation.LockedException- if calibrator is currently running.
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getConfidence
public double getConfidence()Returns amount of confidence expressed as a value between 0.0 and 1.0 (which is equivalent to 100%). The amount of confidence indicates the probability that the estimated result is correct. Usually this value will be close to 1.0, but not exactly 1.0.- Returns:
- amount of confidence as a value between 0.0 and 1.0.
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setConfidence
public void setConfidence(double confidence) throws com.irurueta.navigation.LockedException Sets amount of confidence expressed as a value between 0.0 and 1.0 (which is equivalent to 100%). The amount of confidence indicates the probability that the estimated result is correct. Usually this value will be close to 1.0, but not exactly 1.0.- Parameters:
confidence- confidence to be set as a value between 0.0 and 1.0.- Throws:
IllegalArgumentException- if provided value is not between 0.0 and 1.0.com.irurueta.navigation.LockedException- if calibrator is currently running.
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getMaxIterations
public int getMaxIterations()Returns maximum allowed number of iterations. If maximum allowed number of iterations is achieved without converging to a result when calling calibrate(), a RobustEstimatorException will be raised.- Returns:
- maximum allowed number of iterations.
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setMaxIterations
public void setMaxIterations(int maxIterations) throws com.irurueta.navigation.LockedException Sets maximum allowed number of iterations. When the maximum number of iterations is exceeded, result will not be available, however an approximate result will be available for retrieval.- Parameters:
maxIterations- maximum allowed number of iterations to be set.- Throws:
IllegalArgumentException- if provided value is less than 1.com.irurueta.navigation.LockedException- if calibrator is currently running.
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getInliersData
public com.irurueta.numerical.robust.InliersData getInliersData()Gets data related to inliers found after estimation.- Returns:
- data related to inliers found after estimation.
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isResultRefined
public boolean isResultRefined()Indicates whether result must be refined using a non-linear solver over found inliers.- Returns:
- true to refine result, false to simply use result found by robust estimator without further refining.
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setResultRefined
public void setResultRefined(boolean refineResult) throws com.irurueta.navigation.LockedException Specifies whether result must be refined using a non-linear solver over found inliers.- Parameters:
refineResult- true to refine result, false to simply use result found by robust estimator without further refining.- Throws:
com.irurueta.navigation.LockedException- if calibrator is currently running.
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isCovarianceKept
public boolean isCovarianceKept()Indicates whether covariance must be kept after refining result. This setting is only taken into account if result is refined.- Returns:
- true if covariance must be kept after refining result, false otherwise.
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setCovarianceKept
public void setCovarianceKept(boolean keepCovariance) throws com.irurueta.navigation.LockedException Specifies whether covariance must be kept after refining result. This setting is only taken into account if result is refined.- Parameters:
keepCovariance- true if covariance must be kept after refining result, false otherwise.- Throws:
com.irurueta.navigation.LockedException- if calibrator is currently running.
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getQualityScores
public double[] getQualityScores()Returns quality scores corresponding to each measurement. The larger the score value the better the quality of the sample. This implementation always returns null. Subclasses using quality scores must implement proper behavior.- Specified by:
getQualityScoresin interfaceQualityScoredAccelerometerCalibrator- Returns:
- quality scores corresponding to each sample.
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setQualityScores
public void setQualityScores(double[] qualityScores) throws com.irurueta.navigation.LockedException Sets quality scores corresponding to each measurement. The larger the score value the better the quality of the sample. This implementation makes no action. Subclasses using quality scores must implement proper behaviour.- Specified by:
setQualityScoresin interfaceQualityScoredAccelerometerCalibrator- Parameters:
qualityScores- quality scores corresponding to each pair of matched points.- Throws:
IllegalArgumentException- if provided quality scores length is smaller than minimum required samples.com.irurueta.navigation.LockedException- if calibrator is currently running.
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getEstimatedMa
public com.irurueta.algebra.Matrix getEstimatedMa()Gets estimated accelerometer scale factors and ross coupling errors. This is the product of matrix Ta containing cross coupling errors and Ka containing scaling factors. So tat:Ma = [sx mxy mxz] = Ta*Ka [myx sy myz] [mzx mzy sz ]Where:Ka = [sx 0 0 ] [0 sy 0 ] [0 0 sz]andTa = [1 -alphaXy alphaXz ] [alphaYx 1 -alphaYz] [-alphaZx alphaZy 1 ]Hence:Ma = [sx mxy mxz] = Ta*Ka = [sx -sy * alphaXy sz * alphaXz ] [myx sy myz] [sx * alphaYx sy -sz * alphaYz] [mzx mzy sz ] [-sx * alphaZx sy * alphaZy sz ]This instance allows any 3x3 matrix however, typically alphaYx, alphaZx and alphaZy are considered to be zero if the accelerometer z-axis is assumed to be the same as the body z-axis. When this is assumed, myx = mzx = mzy = 0 and the Ma matrix becomes upper diagonal:Ma = [sx mxy mxz] [0 sy myz] [0 0 sz ]Values of this matrix are unit-less.- Specified by:
getEstimatedMain interfaceAccelerometerCalibrator- Returns:
- estimated accelerometer scale factors and cross coupling errors, or null if not available.
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getEstimatedSx
Gets estimated x-axis scale factor.- Specified by:
getEstimatedSxin interfaceAccelerometerCalibrator- Returns:
- estimated x-axis scale factor or null if not available.
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getEstimatedSy
Gets estimated y-axis scale factor.- Specified by:
getEstimatedSyin interfaceAccelerometerCalibrator- Returns:
- estimated y-axis scale factor or null if not available.
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getEstimatedSz
Gets estimated z-axis scale factor.- Specified by:
getEstimatedSzin interfaceAccelerometerCalibrator- Returns:
- estimated z-axis scale factor or null if not available.
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getEstimatedMxy
Gets estimated x-y cross-coupling error.- Specified by:
getEstimatedMxyin interfaceAccelerometerCalibrator- Returns:
- estimated x-y cross-coupling error or null if not available.
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getEstimatedMxz
Gets estimated x-z cross-coupling error.- Specified by:
getEstimatedMxzin interfaceAccelerometerCalibrator- Returns:
- estimated x-z cross-coupling error or null if not available.
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getEstimatedMyx
Gets estimated y-x cross-coupling error.- Specified by:
getEstimatedMyxin interfaceAccelerometerCalibrator- Returns:
- estimated y-x cross-coupling error or null if not available.
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getEstimatedMyz
Gets estimated y-z cross-coupling error.- Specified by:
getEstimatedMyzin interfaceAccelerometerCalibrator- Returns:
- estimated y-z cross-coupling error or null if not available.
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getEstimatedMzx
Gets estimated z-x cross-coupling error.- Specified by:
getEstimatedMzxin interfaceAccelerometerCalibrator- Returns:
- estimated z-x cross-coupling error or null if not available.
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getEstimatedMzy
Gets estimated z-y cross-coupling error.- Specified by:
getEstimatedMzyin interfaceAccelerometerCalibrator- Returns:
- estimated z-y cross-coupling error or null if not available.
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getEstimatedCovariance
public com.irurueta.algebra.Matrix getEstimatedCovariance()Gets estimated covariance matrix for estimated calibration parameters. Diagonal elements of the matrix contains variance for the following parameters (following indicated order): sx, sy, sz, mxy, mxz, myx, myz, mzx, mzy. This is only available when result has been refined and covariance is kept.- Specified by:
getEstimatedCovariancein interfaceAccelerometerNonLinearCalibrator- Returns:
- estimated covariance matrix for estimated calibration parameters.
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getEstimatedChiSq
public double getEstimatedChiSq()Gets estimated chi square value.- Specified by:
getEstimatedChiSqin interfaceAccelerometerNonLinearCalibrator- Returns:
- estimated chi square value.
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getEstimatedChiSqDegreesOfFreedom
public int getEstimatedChiSqDegreesOfFreedom()Gets estimated chi square degrees of freedom. Degrees of freedom is equal to the number of sampled data minus the number of estimated parameters.- Specified by:
getEstimatedChiSqDegreesOfFreedomin interfaceAccelerometerNonLinearCalibrator- Returns:
- estimated degrees of freedom of chi square value
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getEstimatedReducedChiSq
public double getEstimatedReducedChiSq()Gets estimated reduced chi square value. This is equal to estimated chi square value divided by its degrees of freedom. Ideally this value should be close to 1.0, indicating that fit is optimal. A value larger than 1.0 indicates that fit is not good or noise has been underestimated, and a value smaller than 1.0 indicates that there is overfitting or noise has been overestimated.- Specified by:
getEstimatedReducedChiSqin interfaceAccelerometerNonLinearCalibrator- Returns:
- estimated reduced chi square value
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getEstimatedMse
public double getEstimatedMse()Gets estimated mean square error respect to provided measurements.- Specified by:
getEstimatedMsein interfaceAccelerometerNonLinearCalibrator- Returns:
- estimated mean square error respect to provided measurements.
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getEstimatedP
public double getEstimatedP()Gets estimated probability of finding a smaller chi square value expressed as a value between 0.0 and 1.0. The smaller the found chi square value is, the better the fit of the estimated parameters to the actual parameter. Thus, the smaller the chance of finding a smaller chi square value, then the better the estimated fit is.- Specified by:
getEstimatedPin interfaceAccelerometerNonLinearCalibrator- Returns:
- estimated probability of finding a smaller chi square value.
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getEstimatedQ
public double getEstimatedQ()Gets estimated measure of quality of estimated fit as a value between 0.0 and 1.0. The larger the quality value is, the better the fit that has been estimated.- Specified by:
getEstimatedQin interfaceAccelerometerNonLinearCalibrator- Returns:
- estimated measure of quality of estimated fit.
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getPreliminarySubsetSize
public int getPreliminarySubsetSize()Gets size of subsets to be checked during robust estimation. This has to be at leastMINIMUM_MEASUREMENTS.- Returns:
- size of subsets to be checked during robust estimation.
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setPreliminarySubsetSize
public void setPreliminarySubsetSize(int preliminarySubsetSize) throws com.irurueta.navigation.LockedException Sets size of subsets to be checked during robust estimation. This has to be at leastMINIMUM_MEASUREMENTS.- Parameters:
preliminarySubsetSize- size of subsets to be checked during robust estimation.- Throws:
com.irurueta.navigation.LockedException- if calibrator is currently running.IllegalArgumentException- if provided value is less thanMINIMUM_MEASUREMENTS.
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getMethod
public abstract com.irurueta.numerical.robust.RobustEstimatorMethod getMethod()Returns method being used for robust estimation.- Returns:
- method being used for robust estimation.
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create
public static RobustKnownBiasAndFrameAccelerometerCalibrator create(com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.- Parameters:
method- robust estimator method.- Returns:
- a robust accelerometer calibrator.
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create
public static RobustKnownBiasAndFrameAccelerometerCalibrator create(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.- Parameters:
measurements- list of body kinematics measurements with standard deviations taken at different frames (positions, orientations and velocities).method- robust estimator method.- Returns:
- a robust accelerometer calibrator.
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create
public static RobustKnownBiasAndFrameAccelerometerCalibrator create(boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.- Parameters:
commonAxisUsed- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.method- robust estimator method.- Returns:
- a robust accelerometer calibrator.
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create
public static RobustKnownBiasAndFrameAccelerometerCalibrator create(List<StandardDeviationFrameBodyKinematics> measurements, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.- Parameters:
measurements- list of body kinematics measurements with standard deviations taken at different frames (positions, orientations and velocities).commonAxisUsed- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.method- robust estimator method.- Returns:
- a robust accelerometer calibrator.
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create
public static RobustKnownBiasAndFrameAccelerometerCalibrator create(double biasX, double biasY, double biasZ, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.- Parameters:
biasX- known x coordinate of accelerometer bias expressed in meters per squared second (m/s^2).biasY- known y coordinate of accelerometer bias expressed in meters per squared second (m/s^2).biasZ- known z coordinate of accelerometer bias expressed in meters per squared second (m/s^2).method- robust estimator method.- Returns:
- a robust accelerometer calibrator.
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create
public static RobustKnownBiasAndFrameAccelerometerCalibrator create(List<StandardDeviationFrameBodyKinematics> measurements, double biasX, double biasY, double biasZ, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.- Parameters:
measurements- list of body kinematics measurements with standard deviations taken at different frames (positions, orientations and velocities).biasX- known x coordinate of accelerometer bias expressed in meters per squared second (m/s^2).biasY- known y coordinate of accelerometer bias expressed in meters per squared second (m/s^2).biasZ- known z coordinate of accelerometer bias expressed in meters per squared second (m/s^2).method- robust estimator method.- Returns:
- a robust accelerometer calibrator.
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create
public static RobustKnownBiasAndFrameAccelerometerCalibrator create(double biasX, double biasY, double biasZ, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.- Parameters:
biasX- known x coordinate of accelerometer bias expressed in meters per squared second (m/s^2).biasY- known y coordinate of accelerometer bias expressed in meters per squared second (m/s^2).biasZ- known z coordinate of accelerometer bias expressed in meters per squared second (m/s^2).commonAxisUsed- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.method- robust estimator method.- Returns:
- a robust accelerometer calibrator.
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create
public static RobustKnownBiasAndFrameAccelerometerCalibrator create(List<StandardDeviationFrameBodyKinematics> measurements, double biasX, double biasY, double biasZ, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.- Parameters:
measurements- list of body kinematics measurements with standard deviations taken at different frames (positions, orientations and velocities).biasX- known x coordinate of accelerometer bias expressed in meters per squared second (m/s^2).biasY- known y coordinate of accelerometer bias expressed in meters per squared second (m/s^2).biasZ- known z coordinate of accelerometer bias expressed in meters per squared second (m/s^2).commonAxisUsed- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.method- robust estimator method.- Returns:
- a robust accelerometer calibrator.
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create
public static RobustKnownBiasAndFrameAccelerometerCalibrator create(com.irurueta.units.Acceleration biasX, com.irurueta.units.Acceleration biasY, com.irurueta.units.Acceleration biasZ, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.- Parameters:
biasX- known x coordinate of accelerometer bias.biasY- known y coordinate of accelerometer bias.biasZ- known z coordinate of accelerometer bias.method- robust estimator method.- Returns:
- a robust accelerometer calibrator.
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create
public static RobustKnownBiasAndFrameAccelerometerCalibrator create(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.units.Acceleration biasX, com.irurueta.units.Acceleration biasY, com.irurueta.units.Acceleration biasZ, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.- Parameters:
measurements- list of body kinematics measurements with standard deviations taken at different frames (positions, orientations and velocities).biasX- known x coordinate of accelerometer bias.biasY- known y coordinate of accelerometer bias.biasZ- known z coordinate of accelerometer bias.method- robust estimator method.- Returns:
- a robust accelerometer calibrator.
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create
public static RobustKnownBiasAndFrameAccelerometerCalibrator create(com.irurueta.units.Acceleration biasX, com.irurueta.units.Acceleration biasY, com.irurueta.units.Acceleration biasZ, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.- Parameters:
biasX- known x coordinate of accelerometer bias.biasY- known y coordinate of accelerometer bias.biasZ- known z coordinate of accelerometer bias.commonAxisUsed- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.method- robust estimator method.- Returns:
- a robust accelerometer calibrator.
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create
public static RobustKnownBiasAndFrameAccelerometerCalibrator create(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.units.Acceleration biasX, com.irurueta.units.Acceleration biasY, com.irurueta.units.Acceleration biasZ, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.- Parameters:
measurements- list of body kinematics measurements with standard deviations taken at different frames (positions, orientations and velocities).biasX- known x coordinate of accelerometer bias.biasY- known y coordinate of accelerometer bias.biasZ- known z coordinate of accelerometer bias.commonAxisUsed- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.method- robust estimator method.- Returns:
- a robust accelerometer calibrator.
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create
public static RobustKnownBiasAndFrameAccelerometerCalibrator create(double[] bias, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.- Parameters:
bias- known accelerometer bias.method- robust estimator method.- Returns:
- a robust accelerometer calibrator.
- Throws:
IllegalArgumentException- if provided array does not have length 3.
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create
public static RobustKnownBiasAndFrameAccelerometerCalibrator create(List<StandardDeviationFrameBodyKinematics> measurements, double[] bias, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.- Parameters:
measurements- list of body kinematics measurements with standard deviations taken at different frames (positions, orientations and velocities).bias- known accelerometer bias.method- robust estimator method.- Returns:
- a robust accelerometer calibrator.
- Throws:
IllegalArgumentException- if provided array does not have length 3.
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create
public static RobustKnownBiasAndFrameAccelerometerCalibrator create(double[] bias, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.- Parameters:
bias- known accelerometer bias.commonAxisUsed- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.method- robust estimator method.- Returns:
- a robust accelerometer calibrator.
- Throws:
IllegalArgumentException- if provided array does not have length 3.
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create
public static RobustKnownBiasAndFrameAccelerometerCalibrator create(List<StandardDeviationFrameBodyKinematics> measurements, double[] bias, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.- Parameters:
measurements- list of body kinematics measurements with standard deviations taken at different frames (positions, orientations and velocities).bias- known accelerometer bias.commonAxisUsed- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.method- robust estimator method.- Returns:
- a robust accelerometer calibrator.
- Throws:
IllegalArgumentException- if provided array does not have length 3.
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create
public static RobustKnownBiasAndFrameAccelerometerCalibrator create(com.irurueta.algebra.Matrix bias, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.- Parameters:
bias- known accelerometer bias.method- robust estimator method.- Returns:
- a robust accelerometer calibrator.
- Throws:
IllegalArgumentException- if provided matrix is not 3x1.
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create
public static RobustKnownBiasAndFrameAccelerometerCalibrator create(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.algebra.Matrix bias, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.- Parameters:
measurements- list of body kinematics measurements with standard deviations taken at different frames (positions, orientations and velocities).bias- known accelerometer bias.method- robust estimator method.- Returns:
- a robust accelerometer calibrator.
- Throws:
IllegalArgumentException- if provided matrix is not 3x1.
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create
public static RobustKnownBiasAndFrameAccelerometerCalibrator create(com.irurueta.algebra.Matrix bias, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.- Parameters:
bias- known accelerometer bias.commonAxisUsed- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.method- robust estimator method.- Returns:
- a robust accelerometer calibrator.
- Throws:
IllegalArgumentException- if provided matrix is not 3x1.
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create
public static RobustKnownBiasAndFrameAccelerometerCalibrator create(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.algebra.Matrix bias, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.- Parameters:
measurements- list of body kinematics measurements with standard deviations taken at different frames (positions, orientations and velocities).bias- known accelerometer bias.commonAxisUsed- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.method- robust estimator method.- Returns:
- a robust accelerometer calibrator.
- Throws:
IllegalArgumentException- if provided matrix is not 3x1.
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create
public static RobustKnownBiasAndFrameAccelerometerCalibrator create(double[] qualityScores, List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.- Parameters:
qualityScores- quality scores corresponding to each provided measurement. The larger the score value the better the quality of the sample.measurements- list of body kinematics measurements with standard deviations taken at different frames (positions, orientations and velocities).method- robust estimator method.- Returns:
- a robust accelerometer calibrator.
- Throws:
IllegalArgumentException- if provided quality scores length is smaller than 4 samples.
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create
public static RobustKnownBiasAndFrameAccelerometerCalibrator create(double[] qualityScores, List<StandardDeviationFrameBodyKinematics> measurements, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.- Parameters:
qualityScores- quality scores corresponding to each provided measurement. The larger the score value the better the quality of the sample.measurements- list of body kinematics measurements with standard deviations taken at different frames (positions, orientations and velocities).commonAxisUsed- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.method- robust estimator method.- Returns:
- a robust accelerometer calibrator.
- Throws:
IllegalArgumentException- if provided quality scores length is smaller than 4 samples.
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create
public static RobustKnownBiasAndFrameAccelerometerCalibrator create(double[] qualityScores, double biasX, double biasY, double biasZ, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.- Parameters:
qualityScores- quality scores corresponding to each provided measurement. The larger the score value the better the quality of the sample.biasX- known x coordinate of accelerometer bias expressed in meters per squared second (m/s^2).biasY- known y coordinate of accelerometer bias expressed in meters per squared second (m/s^2).biasZ- known z coordinate of accelerometer bias expressed in meters per squared second (m/s^2).method- robust estimator method.- Returns:
- a robust accelerometer calibrator.
- Throws:
IllegalArgumentException- if provided quality scores length is smaller than 4 samples.
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create
public static RobustKnownBiasAndFrameAccelerometerCalibrator create(double[] qualityScores, List<StandardDeviationFrameBodyKinematics> measurements, double biasX, double biasY, double biasZ, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.- Parameters:
qualityScores- quality scores corresponding to each provided measurement. The larger the score value the better the quality of the sample.measurements- list of body kinematics measurements with standard deviations taken at different frames (positions, orientations and velocities).biasX- known x coordinate of accelerometer bias expressed in meters per squared second (m/s^2).biasY- known y coordinate of accelerometer bias expressed in meters per squared second (m/s^2).biasZ- known z coordinate of accelerometer bias expressed in meters per squared second (m/s^2).method- robust estimator method.- Returns:
- a robust accelerometer calibrator.
- Throws:
IllegalArgumentException- if provided quality scores length is smaller than 4 samples.
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create
public static RobustKnownBiasAndFrameAccelerometerCalibrator create(double[] qualityScores, double biasX, double biasY, double biasZ, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.- Parameters:
qualityScores- quality scores corresponding to each provided measurement. The larger the score value the better the quality of the sample.biasX- known x coordinate of accelerometer bias expressed in meters per squared second (m/s^2).biasY- known y coordinate of accelerometer bias expressed in meters per squared second (m/s^2).biasZ- known z coordinate of accelerometer bias expressed in meters per squared second (m/s^2).commonAxisUsed- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.method- robust estimator method.- Returns:
- a robust accelerometer calibrator.
- Throws:
IllegalArgumentException- if provided quality scores length is smaller than 4 samples.
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create
public static RobustKnownBiasAndFrameAccelerometerCalibrator create(double[] qualityScores, List<StandardDeviationFrameBodyKinematics> measurements, double biasX, double biasY, double biasZ, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.- Parameters:
qualityScores- quality scores corresponding to each provided measurement. The larger the score value the better the quality of the sample.measurements- list of body kinematics measurements with standard deviations taken at different frames (positions, orientations and velocities).biasX- known x coordinate of accelerometer bias expressed in meters per squared second (m/s^2).biasY- known y coordinate of accelerometer bias expressed in meters per squared second (m/s^2).biasZ- known z coordinate of accelerometer bias expressed in meters per squared second (m/s^2).commonAxisUsed- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.method- robust estimator method.- Returns:
- a robust accelerometer calibrator.
- Throws:
IllegalArgumentException- if provided quality scores length is smaller than 4 samples.
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create
public static RobustKnownBiasAndFrameAccelerometerCalibrator create(double[] qualityScores, com.irurueta.units.Acceleration biasX, com.irurueta.units.Acceleration biasY, com.irurueta.units.Acceleration biasZ, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.- Parameters:
qualityScores- quality scores corresponding to each provided measurement. The larger the score value the better the quality of the sample.biasX- known x coordinate of accelerometer bias.biasY- known y coordinate of accelerometer bias.biasZ- known z coordinate of accelerometer bias.method- robust estimator method.- Returns:
- a robust accelerometer calibrator.
- Throws:
IllegalArgumentException- if provided quality scores length is smaller than 4 samples.
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create
public static RobustKnownBiasAndFrameAccelerometerCalibrator create(double[] qualityScores, List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.units.Acceleration biasX, com.irurueta.units.Acceleration biasY, com.irurueta.units.Acceleration biasZ, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.- Parameters:
qualityScores- quality scores corresponding to each provided measurement. The larger the score value the better the quality of the sample.measurements- list of body kinematics measurements with standard deviations taken at different frames (positions, orientations and velocities).biasX- known x coordinate of accelerometer bias.biasY- known y coordinate of accelerometer bias.biasZ- known z coordinate of accelerometer bias.method- robust estimator method.- Returns:
- a robust accelerometer calibrator.
- Throws:
IllegalArgumentException- if provided quality scores length is smaller than 4 samples.
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create
public static RobustKnownBiasAndFrameAccelerometerCalibrator create(double[] qualityScores, com.irurueta.units.Acceleration biasX, com.irurueta.units.Acceleration biasY, com.irurueta.units.Acceleration biasZ, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.- Parameters:
qualityScores- quality scores corresponding to each provided measurement. The larger the score value the better the quality of the sample.biasX- known x coordinate of accelerometer bias.biasY- known y coordinate of accelerometer bias.biasZ- known z coordinate of accelerometer bias.commonAxisUsed- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.method- robust estimator method.- Returns:
- a robust accelerometer calibrator.
- Throws:
IllegalArgumentException- if provided quality scores length is smaller than 4 samples.
-
create
public static RobustKnownBiasAndFrameAccelerometerCalibrator create(double[] qualityScores, List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.units.Acceleration biasX, com.irurueta.units.Acceleration biasY, com.irurueta.units.Acceleration biasZ, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.- Parameters:
qualityScores- quality scores corresponding to each provided measurement. The larger the score value the better the quality of the sample.measurements- list of body kinematics measurements with standard deviations taken at different frames (positions, orientations and velocities).biasX- known x coordinate of accelerometer bias.biasY- known y coordinate of accelerometer bias.biasZ- known z coordinate of accelerometer bias.commonAxisUsed- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.method- robust estimator method.- Returns:
- a robust accelerometer calibrator.
- Throws:
IllegalArgumentException- if provided quality scores length is smaller than 4 samples.
-
create
public static RobustKnownBiasAndFrameAccelerometerCalibrator create(double[] qualityScores, double[] bias, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.- Parameters:
qualityScores- quality scores corresponding to each provided measurement. The larger the score value the better the quality of the sample.bias- known accelerometer bias.method- robust estimator method.- Returns:
- a robust accelerometer calibrator.
- Throws:
IllegalArgumentException- if provided bias array does not have length 3 or if provided quality scores length is smaller than 4 samples.
-
create
public static RobustKnownBiasAndFrameAccelerometerCalibrator create(double[] qualityScores, List<StandardDeviationFrameBodyKinematics> measurements, double[] bias, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.- Parameters:
qualityScores- quality scores corresponding to each provided measurement. The larger the score value the better the quality of the sample.measurements- list of body kinematics measurements with standard deviations taken at different frames (positions, orientations and velocities).bias- known accelerometer bias.method- robust estimator method.- Returns:
- a robust accelerometer calibrator.
- Throws:
IllegalArgumentException- if provided bias array does not have length 3 or if provided quality scores length is smaller than 4 samples.
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create
public static RobustKnownBiasAndFrameAccelerometerCalibrator create(double[] qualityScores, double[] bias, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.- Parameters:
qualityScores- quality scores corresponding to each provided measurement. The larger the score value the better the quality of the sample.bias- known accelerometer bias.commonAxisUsed- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.method- robust estimator method.- Returns:
- a robust accelerometer calibrator.
- Throws:
IllegalArgumentException- if provided bias array does not have length 3 or if provided quality scores length is smaller than 4 samples.
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create
public static RobustKnownBiasAndFrameAccelerometerCalibrator create(double[] qualityScores, List<StandardDeviationFrameBodyKinematics> measurements, double[] bias, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.- Parameters:
qualityScores- quality scores corresponding to each provided measurement. The larger the score value the better the quality of the sample.measurements- list of body kinematics measurements with standard deviations taken at different frames (positions, orientations and velocities).bias- known accelerometer bias.commonAxisUsed- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.method- robust estimator method.- Returns:
- a robust accelerometer calibrator.
- Throws:
IllegalArgumentException- if provided bias array does not have length 3 or if provided quality scores length is smaller than 4 samples.
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create
public static RobustKnownBiasAndFrameAccelerometerCalibrator create(double[] qualityScores, com.irurueta.algebra.Matrix bias, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.- Parameters:
qualityScores- quality scores corresponding to each provided measurement. The larger the score value the better the quality of the sample.bias- known accelerometer bias.method- robust estimator method.- Returns:
- a robust accelerometer calibrator.
- Throws:
IllegalArgumentException- if provided bias matrix is not 3x1 or if provided quality scores length is smaller than 4 samples.
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create
public static RobustKnownBiasAndFrameAccelerometerCalibrator create(double[] qualityScores, List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.algebra.Matrix bias, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.- Parameters:
qualityScores- quality scores corresponding to each provided measurement. The larger the score value the better the quality of the sample.measurements- list of body kinematics measurements with standard deviations taken at different frames (positions, orientations and velocities).bias- known accelerometer bias.method- robust estimator method.- Returns:
- a robust accelerometer calibrator.
- Throws:
IllegalArgumentException- if provided bias matrix is not 3x1 or if provided quality scores length is smaller than 4 samples.
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create
public static RobustKnownBiasAndFrameAccelerometerCalibrator create(double[] qualityScores, com.irurueta.algebra.Matrix bias, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.- Parameters:
qualityScores- quality scores corresponding to each provided measurement. The larger the score value the better the quality of the sample.bias- known accelerometer bias.commonAxisUsed- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.method- robust estimator method.- Returns:
- a robust accelerometer calibrator.
- Throws:
IllegalArgumentException- if provided bias matrix is not 3x1 or if provided quality scores length is smaller than 4 samples.
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create
public static RobustKnownBiasAndFrameAccelerometerCalibrator create(double[] qualityScores, List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.algebra.Matrix bias, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust accelerometer calibrator.- Parameters:
qualityScores- quality scores corresponding to each provided measurement. The larger the score value the better the quality of the sample.measurements- list of body kinematics measurements with standard deviations taken at different frames (positions, orientations and velocities).bias- known accelerometer bias.commonAxisUsed- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.method- robust estimator method.- Returns:
- a robust accelerometer calibrator.
- Throws:
IllegalArgumentException- if provided bias matrix is not 3x1 or if provided quality scores length is smaller than 4 samples.
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create
Creates a robust accelerometer calibrator using default robust method.- Returns:
- a robust accelerometer calibrator.
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create
public static RobustKnownBiasAndFrameAccelerometerCalibrator create(List<StandardDeviationFrameBodyKinematics> measurements) Creates a robust accelerometer calibrator using default robust method.- Parameters:
measurements- list of body kinematics measurements with standard deviations taken at different frames (positions, orientations and velocities).- Returns:
- a robust accelerometer calibrator.
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create
Creates a robust accelerometer calibrator using default robust method.- Parameters:
commonAxisUsed- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.- Returns:
- a robust accelerometer calibrator.
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create
public static RobustKnownBiasAndFrameAccelerometerCalibrator create(List<StandardDeviationFrameBodyKinematics> measurements, boolean commonAxisUsed) Creates a robust accelerometer calibrator using default robust method.- Parameters:
measurements- list of body kinematics measurements with standard deviations taken at different frames (positions, orientations and velocities).commonAxisUsed- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.- Returns:
- a robust accelerometer calibrator.
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create
public static RobustKnownBiasAndFrameAccelerometerCalibrator create(double biasX, double biasY, double biasZ) Creates a robust accelerometer calibrator using default robust method.- Parameters:
biasX- known x coordinate of accelerometer bias expressed in meters per squared second (m/s^2).biasY- known y coordinate of accelerometer bias expressed in meters per squared second (m/s^2).biasZ- known z coordinate of accelerometer bias expressed in meters per squared second (m/s^2).- Returns:
- a robust accelerometer calibrator.
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create
public static RobustKnownBiasAndFrameAccelerometerCalibrator create(List<StandardDeviationFrameBodyKinematics> measurements, double biasX, double biasY, double biasZ) Creates a robust accelerometer calibrator using default robust method.- Parameters:
measurements- list of body kinematics measurements with standard deviations taken at different frames (positions, orientations and velocities).biasX- known x coordinate of accelerometer bias expressed in meters per squared second (m/s^2).biasY- known y coordinate of accelerometer bias expressed in meters per squared second (m/s^2).biasZ- known z coordinate of accelerometer bias expressed in meters per squared second (m/s^2).- Returns:
- a robust accelerometer calibrator.
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create
public static RobustKnownBiasAndFrameAccelerometerCalibrator create(double biasX, double biasY, double biasZ, boolean commonAxisUsed) Creates a robust accelerometer calibrator using default robust method.- Parameters:
biasX- known x coordinate of accelerometer bias expressed in meters per squared second (m/s^2).biasY- known y coordinate of accelerometer bias expressed in meters per squared second (m/s^2).biasZ- known z coordinate of accelerometer bias expressed in meters per squared second (m/s^2).commonAxisUsed- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.- Returns:
- a robust accelerometer calibrator.
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create
public static RobustKnownBiasAndFrameAccelerometerCalibrator create(List<StandardDeviationFrameBodyKinematics> measurements, double biasX, double biasY, double biasZ, boolean commonAxisUsed) Creates a robust accelerometer calibrator using default robust method.- Parameters:
measurements- list of body kinematics measurements with standard deviations taken at different frames (positions, orientations and velocities).biasX- known x coordinate of accelerometer bias expressed in meters per squared second (m/s^2).biasY- known y coordinate of accelerometer bias expressed in meters per squared second (m/s^2).biasZ- known z coordinate of accelerometer bias expressed in meters per squared second (m/s^2).commonAxisUsed- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.- Returns:
- a robust accelerometer calibrator.
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create
public static RobustKnownBiasAndFrameAccelerometerCalibrator create(com.irurueta.units.Acceleration biasX, com.irurueta.units.Acceleration biasY, com.irurueta.units.Acceleration biasZ) Creates a robust accelerometer calibrator using default robust method.- Parameters:
biasX- known x coordinate of accelerometer bias.biasY- known y coordinate of accelerometer bias.biasZ- known z coordinate of accelerometer bias.- Returns:
- a robust accelerometer calibrator.
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create
public static RobustKnownBiasAndFrameAccelerometerCalibrator create(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.units.Acceleration biasX, com.irurueta.units.Acceleration biasY, com.irurueta.units.Acceleration biasZ) Creates a robust accelerometer calibrator using default robust method.- Parameters:
measurements- list of body kinematics measurements with standard deviations taken at different frames (positions, orientations and velocities).biasX- known x coordinate of accelerometer bias.biasY- known y coordinate of accelerometer bias.biasZ- known z coordinate of accelerometer bias.- Returns:
- a robust accelerometer calibrator.
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create
public static RobustKnownBiasAndFrameAccelerometerCalibrator create(com.irurueta.units.Acceleration biasX, com.irurueta.units.Acceleration biasY, com.irurueta.units.Acceleration biasZ, boolean commonAxisUsed) Creates a robust accelerometer calibrator using default robust method.- Parameters:
biasX- known x coordinate of accelerometer bias.biasY- known y coordinate of accelerometer bias.biasZ- known z coordinate of accelerometer bias.commonAxisUsed- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.- Returns:
- a robust accelerometer calibrator.
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create
public static RobustKnownBiasAndFrameAccelerometerCalibrator create(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.units.Acceleration biasX, com.irurueta.units.Acceleration biasY, com.irurueta.units.Acceleration biasZ, boolean commonAxisUsed) Creates a robust accelerometer calibrator using default robust method.- Parameters:
measurements- list of body kinematics measurements with standard deviations taken at different frames (positions, orientations and velocities).biasX- known x coordinate of accelerometer bias.biasY- known y coordinate of accelerometer bias.biasZ- known z coordinate of accelerometer bias.commonAxisUsed- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.- Returns:
- a robust accelerometer calibrator.
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create
Creates a robust accelerometer calibrator using default robust method.- Parameters:
bias- known accelerometer bias.- Returns:
- a robust accelerometer calibrator.
- Throws:
IllegalArgumentException- if provided array does not have length 3.
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create
public static RobustKnownBiasAndFrameAccelerometerCalibrator create(List<StandardDeviationFrameBodyKinematics> measurements, double[] bias) Creates a robust accelerometer calibrator using default robust method.- Parameters:
measurements- list of body kinematics measurements with standard deviations taken at different frames (positions, orientations and velocities).bias- known accelerometer bias.- Returns:
- a robust accelerometer calibrator.
- Throws:
IllegalArgumentException- if provided array does not have length 3.
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create
public static RobustKnownBiasAndFrameAccelerometerCalibrator create(double[] bias, boolean commonAxisUsed) Creates a robust accelerometer calibrator using default robust method.- Parameters:
bias- known accelerometer bias.commonAxisUsed- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.- Returns:
- a robust accelerometer calibrator.
- Throws:
IllegalArgumentException- if provided array does not have length 3.
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create
public static RobustKnownBiasAndFrameAccelerometerCalibrator create(List<StandardDeviationFrameBodyKinematics> measurements, double[] bias, boolean commonAxisUsed) Creates a robust accelerometer calibrator using default robust method.- Parameters:
measurements- list of body kinematics measurements with standard deviations taken at different frames (positions, orientations and velocities).bias- known accelerometer bias.commonAxisUsed- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.- Returns:
- a robust accelerometer calibrator.
- Throws:
IllegalArgumentException- if provided array does not have length 3.
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create
public static RobustKnownBiasAndFrameAccelerometerCalibrator create(com.irurueta.algebra.Matrix bias) Creates a robust accelerometer calibrator using default robust method.- Parameters:
bias- known accelerometer bias.- Returns:
- a robust accelerometer calibrator.
- Throws:
IllegalArgumentException- if provided matrix is not 3x1.
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create
public static RobustKnownBiasAndFrameAccelerometerCalibrator create(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.algebra.Matrix bias) Creates a robust accelerometer calibrator using default robust method.- Parameters:
measurements- list of body kinematics measurements with standard deviations taken at different frames (positions, orientations and velocities).bias- known accelerometer bias.- Returns:
- a robust accelerometer calibrator.
- Throws:
IllegalArgumentException- if provided matrix is not 3x1.
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create
public static RobustKnownBiasAndFrameAccelerometerCalibrator create(com.irurueta.algebra.Matrix bias, boolean commonAxisUsed) Creates a robust accelerometer calibrator using default robust method.- Parameters:
bias- known accelerometer bias.commonAxisUsed- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.- Returns:
- a robust accelerometer calibrator.
- Throws:
IllegalArgumentException- if provided matrix is not 3x1.
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create
public static RobustKnownBiasAndFrameAccelerometerCalibrator create(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.algebra.Matrix bias, boolean commonAxisUsed) Creates a robust accelerometer calibrator using default robust method.- Parameters:
measurements- list of body kinematics measurements with standard deviations taken at different frames (positions, orientations and velocities).bias- known accelerometer bias.commonAxisUsed- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.- Returns:
- a robust accelerometer calibrator.
- Throws:
IllegalArgumentException- if provided matrix is not 3x1.
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computePreliminarySolutions
protected void computePreliminarySolutions(int[] samplesIndices, List<com.irurueta.algebra.Matrix> solutions) Computes a preliminary solution for a subset of samples picked by a robust estimator.- Parameters:
samplesIndices- indices of samples picked by the robust estimator.solutions- list where estimated preliminary solution will be stored.
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attemptRefine
protected void attemptRefine(com.irurueta.algebra.Matrix preliminaryResult) Attempts to refine calibration parameters if refinement is requested. This method returns a refined solution or provided input if refinement is not requested or has failed. If refinement is enabled and it is requested to keep covariance, this method will also keep covariance of refined position.- Parameters:
preliminaryResult- a preliminary result.
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internalSetBiasCoordinates
private void internalSetBiasCoordinates(double biasX, double biasY, double biasZ) Internally sets bias coordinates.- Parameters:
biasX- known x coordinate of accelerometer bias expressed in meters per squared second (m/s^2).biasY- known y coordinate of accelerometer bias expressed in meters per squared second (m/s^2).biasZ- known z coordinate of accelerometer bias expressed in meters per squared second (m/s^2).
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internalSetBiasCoordinates
private void internalSetBiasCoordinates(com.irurueta.units.Acceleration biasX, com.irurueta.units.Acceleration biasY, com.irurueta.units.Acceleration biasZ) Internally sets bias coordinates.- Parameters:
biasX- known x coordinate of accelerometer bias.biasY- known y coordinate of accelerometer bias.biasZ- known z coordinate of accelerometer bias.
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internalSetBias
private void internalSetBias(double[] bias) Internally sets known accelerometer bias as an array. Array values are expressed in meters per squared second (m/s^2).- Parameters:
bias- known accelerometer bias.- Throws:
IllegalArgumentException- if provided array does not have length 3.
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internalSetBias
private void internalSetBias(com.irurueta.algebra.Matrix bias) Internally sets known accelerometer bias as a column matrix. Matrix values are expressed in meters per squared second (m/s^2).- Parameters:
bias- accelerometer bias to be set.- Throws:
IllegalArgumentException- if provided matrix is not 3x1.
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convertAcceleration
private static double convertAcceleration(double value, com.irurueta.units.AccelerationUnit unit) Converts acceleration value and unit to meters per squared second.- Parameters:
value- acceleration value.unit- unit of acceleration value.- Returns:
- converted value.
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convertAcceleration
private static double convertAcceleration(com.irurueta.units.Acceleration acceleration) Converts acceleration instance to meters per squared second.- Parameters:
acceleration- acceleration instance to be converted.- Returns:
- converted value.
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