Class RobustKnownBiasAndFrameGyroscopeCalibrator
java.lang.Object
com.irurueta.navigation.inertial.calibration.gyroscope.RobustKnownBiasAndFrameGyroscopeCalibrator
- All Implemented Interfaces:
GyroscopeCalibrator
,GyroscopeNonLinearCalibrator
,KnownBiasGyroscopeCalibrator
,OrderedStandardDeviationFrameBodyKinematicsGyroscopeCalibrator
,QualityScoredGyroscopeCalibrator
- Direct Known Subclasses:
LMedSRobustKnownBiasAndFrameGyroscopeCalibrator
,MSACRobustKnownBiasAndFrameGyroscopeCalibrator
,PROMedSRobustKnownBiasAndFrameGyroscopeCalibrator
,PROSACRobustKnownBiasAndFrameGyroscopeCalibrator
,RANSACRobustKnownBiasAndFrameGyroscopeCalibrator
public abstract class RobustKnownBiasAndFrameGyroscopeCalibrator
extends Object
implements GyroscopeNonLinearCalibrator, KnownBiasGyroscopeCalibrator, OrderedStandardDeviationFrameBodyKinematicsGyroscopeCalibrator, QualityScoredGyroscopeCalibrator
This is an abstract class to robustly estimate gyroscope
cross couplings and scaling factors along with G-dependent
cross biases introduced on the gyroscope by the
specific forces sensed by the accelerometer.
This estimator assumes that biases are known.
To use this calibrator at least 6 measurements at different known frames must be provided. In other words, accelerometer and gyroscope (i.e. body kinematics) samples must be obtained at 6 different positions, orientations and velocities (although typically velocities are always zero).
Measured gyroscope angular rates is assumed to follow the model shown below:
Ωmeas = bg + (I + Mg) * Ωtrue + Gg * ftrue + wWhere: - Ωmeas is the measured gyroscope angular rates. This is a 3x1 vector. - bg is the gyroscope bias. Ideally, on a perfect gyroscope, this should be a 3x1 zero vector. - I is the 3x3 identity matrix. - Mg is the 3x3 matrix containing cross-couplings and scaling factors. Ideally, on a perfect gyroscope, this should be a 3x3 zero matrix. - Ωtrue is ground-truth gyroscope angular rates. - Gg is the G-dependent cross biases introduced by the specific forces sensed by the accelerometer. Ideally, on a perfect gyroscope, this should be a 3x3 zero matrix. - ftrue is ground-truth specific force. This is a 3x1 vector. - w is measurement noise. This is a 3x1 vector.
-
Nested Class Summary
Nested ClassesModifier and TypeClassDescriptionprotected static class
Internal class containing estimated preliminary result. -
Field Summary
FieldsModifier and TypeFieldDescriptionprivate double
Known x coordinate of gyroscope bias expressed in radians per second (rad/s).private double
Known y coordinate of gyroscope bias expressed in radians per second (rad/s).private double
Known z coordinate of gyroscope bias expressed in radians per second (rad/s).private boolean
This flag indicates whether z-axis is assumed to be common for accelerometer and gyroscope.protected double
Amount of confidence expressed as a value between 0.0 and 1.0 (which is equivalent to 100%).static final double
Constant defining default confidence of the estimated result, which is 99%.static final boolean
Indicates that covariance is kept by default after refining result.static final int
Default maximum allowed number of iterations.static final float
Default amount of progress variation before notifying a change in estimation progress.static final boolean
Indicates that by default preliminary solutions are refined.static final boolean
Indicates that result is refined by default using a non-linear calibrator (which uses a Levenberg-Marquardt fitter).static final com.irurueta.numerical.robust.RobustEstimatorMethod
Default robust estimator method when none is provided.static final boolean
Indicates whether by default a common z-axis is assumed for both the accelerometer and gyroscope.static final boolean
Indicates that by default a linear calibrator is used for preliminary solution estimation.private double
Estimated chi square value.private com.irurueta.algebra.Matrix
Estimated covariance of estimated position.private com.irurueta.algebra.Matrix
Estimated G-dependent cross biases introduced on the gyroscope by the specific forces sensed by the accelerometer.private com.irurueta.algebra.Matrix
Estimated gyroscope scale factors and cross coupling errors.private double
Estimated mean square error respect to provided measurements.private com.irurueta.algebra.Matrix
Initial G-dependent cross biases introduced on the gyroscope by the specific forces sensed by the accelerometer.private double
Initial x-y cross coupling error.private double
Initial x-z cross coupling error.private double
Initial y-x cross coupling error.private double
Initial y-z cross coupling error.private double
Initial z-x cross coupling error.private double
Initial z-y cross coupling error.private double
Initial x scaling factor.private double
Initial y scaling factor.private double
Initial z scaling factor.protected com.irurueta.numerical.robust.InliersData
Data related to inlier found after calibration.private boolean
Indicates whether covariance must be kept after refining result.private final KnownBiasAndFrameGyroscopeLinearLeastSquaresCalibrator
A linear least squares calibrator.Listener to be notified of events such as when calibration starts, ends or its progress significantly changes.static final double
Maximum allowed confidence value.static final float
Maximum allowed value for progress delta.protected int
Maximum 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 double
Minimum allowed confidence value.static final int
Minimum allowed number of iterations.static final float
Minimum allowed value for progress delta.static final int
Required minimum number of measurements.A non-linear least squares calibrator.protected int
Size of subsets to be checked during robust estimation.protected float
Amount of progress variation before notifying a progress change during calibration.private boolean
Indicates whether preliminary solutions must be refined after an initial linear solution is found.protected boolean
Indicates whether result must be refined using a non linear calibrator over found inliers.protected boolean
Indicates whether estimator is running.private boolean
Indicates whether a linear calibrator is used or not for preliminary solutions. -
Constructor Summary
ConstructorsModifierConstructorDescriptionprotected
Constructor.protected
RobustKnownBiasAndFrameGyroscopeCalibrator
(boolean commonAxisUsed) Constructor.protected
RobustKnownBiasAndFrameGyroscopeCalibrator
(boolean commonAxisUsed, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener) Constructor.protected
RobustKnownBiasAndFrameGyroscopeCalibrator
(double[] bias) Constructor.protected
RobustKnownBiasAndFrameGyroscopeCalibrator
(double[] bias, boolean commonAxisUsed) Constructor.protected
RobustKnownBiasAndFrameGyroscopeCalibrator
(double[] bias, boolean commonAxisUsed, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener) Constructor.protected
RobustKnownBiasAndFrameGyroscopeCalibrator
(double[] bias, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener) Constructor.protected
RobustKnownBiasAndFrameGyroscopeCalibrator
(double biasX, double biasY, double biasZ) Constructor.protected
RobustKnownBiasAndFrameGyroscopeCalibrator
(double biasX, double biasY, double biasZ, boolean commonAxisUsed) Constructor.protected
RobustKnownBiasAndFrameGyroscopeCalibrator
(double biasX, double biasY, double biasZ, boolean commonAxisUsed, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener) Constructor.protected
RobustKnownBiasAndFrameGyroscopeCalibrator
(double biasX, double biasY, double biasZ, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener) Constructor.protected
RobustKnownBiasAndFrameGyroscopeCalibrator
(com.irurueta.algebra.Matrix bias) Constructor.protected
RobustKnownBiasAndFrameGyroscopeCalibrator
(com.irurueta.algebra.Matrix bias, boolean commonAxisUsed) Constructor.protected
RobustKnownBiasAndFrameGyroscopeCalibrator
(com.irurueta.algebra.Matrix bias, boolean commonAxisUsed, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener) Constructor.protected
RobustKnownBiasAndFrameGyroscopeCalibrator
(com.irurueta.algebra.Matrix bias, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener) Constructor.protected
RobustKnownBiasAndFrameGyroscopeCalibrator
(RobustKnownBiasAndFrameGyroscopeCalibratorListener listener) Constructor.protected
RobustKnownBiasAndFrameGyroscopeCalibrator
(com.irurueta.units.AngularSpeed biasX, com.irurueta.units.AngularSpeed biasY, com.irurueta.units.AngularSpeed biasZ) Constructor.protected
RobustKnownBiasAndFrameGyroscopeCalibrator
(com.irurueta.units.AngularSpeed biasX, com.irurueta.units.AngularSpeed biasY, com.irurueta.units.AngularSpeed biasZ, boolean commonAxisUsed) Constructor.protected
RobustKnownBiasAndFrameGyroscopeCalibrator
(com.irurueta.units.AngularSpeed biasX, com.irurueta.units.AngularSpeed biasY, com.irurueta.units.AngularSpeed biasZ, boolean commonAxisUsed, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener) Constructor.protected
RobustKnownBiasAndFrameGyroscopeCalibrator
(com.irurueta.units.AngularSpeed biasX, com.irurueta.units.AngularSpeed biasY, com.irurueta.units.AngularSpeed biasZ, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener) Constructor.protected
Constructor.protected
RobustKnownBiasAndFrameGyroscopeCalibrator
(List<StandardDeviationFrameBodyKinematics> measurements, boolean commonAxisUsed) Constructor.protected
RobustKnownBiasAndFrameGyroscopeCalibrator
(List<StandardDeviationFrameBodyKinematics> measurements, boolean commonAxisUsed, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener) Constructor.protected
RobustKnownBiasAndFrameGyroscopeCalibrator
(List<StandardDeviationFrameBodyKinematics> measurements, double[] bias) Constructor.protected
RobustKnownBiasAndFrameGyroscopeCalibrator
(List<StandardDeviationFrameBodyKinematics> measurements, double[] bias, boolean commonAxisUsed) Constructor.protected
RobustKnownBiasAndFrameGyroscopeCalibrator
(List<StandardDeviationFrameBodyKinematics> measurements, double[] bias, boolean commonAxisUsed, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener) Constructor.protected
RobustKnownBiasAndFrameGyroscopeCalibrator
(List<StandardDeviationFrameBodyKinematics> measurements, double[] bias, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener) Constructor.protected
RobustKnownBiasAndFrameGyroscopeCalibrator
(List<StandardDeviationFrameBodyKinematics> measurements, double biasX, double biasY, double biasZ) Constructor.protected
RobustKnownBiasAndFrameGyroscopeCalibrator
(List<StandardDeviationFrameBodyKinematics> measurements, double biasX, double biasY, double biasZ, boolean commonAxisUsed) Constructor.protected
RobustKnownBiasAndFrameGyroscopeCalibrator
(List<StandardDeviationFrameBodyKinematics> measurements, double biasX, double biasY, double biasZ, boolean commonAxisUsed, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener) Constructor.protected
RobustKnownBiasAndFrameGyroscopeCalibrator
(List<StandardDeviationFrameBodyKinematics> measurements, double biasX, double biasY, double biasZ, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener) Constructor.protected
RobustKnownBiasAndFrameGyroscopeCalibrator
(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.algebra.Matrix bias) Constructor.protected
RobustKnownBiasAndFrameGyroscopeCalibrator
(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.algebra.Matrix bias, boolean commonAxisUsed) Constructor.protected
RobustKnownBiasAndFrameGyroscopeCalibrator
(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.algebra.Matrix bias, boolean commonAxisUsed, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener) Constructor.protected
RobustKnownBiasAndFrameGyroscopeCalibrator
(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.algebra.Matrix bias, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener) Constructor.protected
RobustKnownBiasAndFrameGyroscopeCalibrator
(List<StandardDeviationFrameBodyKinematics> measurements, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener) Constructor.protected
RobustKnownBiasAndFrameGyroscopeCalibrator
(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.units.AngularSpeed biasX, com.irurueta.units.AngularSpeed biasY, com.irurueta.units.AngularSpeed biasZ) Constructor.protected
RobustKnownBiasAndFrameGyroscopeCalibrator
(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.units.AngularSpeed biasX, com.irurueta.units.AngularSpeed biasY, com.irurueta.units.AngularSpeed biasZ, boolean commonAxisUsed) Constructor.protected
RobustKnownBiasAndFrameGyroscopeCalibrator
(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.units.AngularSpeed biasX, com.irurueta.units.AngularSpeed biasY, com.irurueta.units.AngularSpeed biasZ, boolean commonAxisUsed, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener) Constructor.protected
RobustKnownBiasAndFrameGyroscopeCalibrator
(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.units.AngularSpeed biasX, com.irurueta.units.AngularSpeed biasY, com.irurueta.units.AngularSpeed biasZ, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener) Constructor. -
Method Summary
Modifier and TypeMethodDescriptionprotected void
attemptRefine
(RobustKnownBiasAndFrameGyroscopeCalibrator.PreliminaryResult preliminaryResult) Attempts to refine calibration parameters if refinement is requested.protected double
computeError
(StandardDeviationFrameBodyKinematics measurement, RobustKnownBiasAndFrameGyroscopeCalibrator.PreliminaryResult preliminaryResult) Computes error of a preliminary result respect a given measurement.protected void
computePreliminarySolutions
(int[] samplesIndices, List<RobustKnownBiasAndFrameGyroscopeCalibrator.PreliminaryResult> solutions) Computes a preliminary solution for a subset of samples picked by a robust estimator.private static double
convertAngularSpeed
(double value, com.irurueta.units.AngularSpeedUnit unit) Converts angular speed instance to radians per second (rad/s).private static double
convertAngularSpeed
(com.irurueta.units.AngularSpeed angularSpeed) Converts angular speed instance to radians per second (rad/s).create()
Creates a robust gyroscope calibrator using default robust estimator method.create
(boolean commonAxisUsed) Creates a robust gyroscope calibrator using default robust estimator method.create
(boolean commonAxisUsed, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener) Creates a robust gyroscope calibrator using default robust estimator method.create
(boolean commonAxisUsed, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(double[] bias) Creates a robust gyroscope calibrator using default robust estimator method.create
(double[] bias, boolean commonAxisUsed) Creates a robust gyroscope calibrator using default robust estimator method.create
(double[] bias, boolean commonAxisUsed, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener) Creates a robust gyroscope calibrator using default robust estimator method.create
(double[] bias, boolean commonAxisUsed, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(double[] bias, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(double[] qualityScores, double[] bias, boolean commonAxisUsed, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(double[] qualityScores, double[] bias, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(double[] qualityScores, double[] bias, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(double[] qualityScores, double[] bias, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(double[] qualityScores, double biasX, double biasY, double biasZ, boolean commonAxisUsed, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(double[] qualityScores, double biasX, double biasY, double biasZ, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(double[] qualityScores, double biasX, double biasY, double biasZ, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(double[] qualityScores, double biasX, double biasY, double biasZ, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(double[] qualityScores, com.irurueta.algebra.Matrix bias, boolean commonAxisUsed, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(double[] qualityScores, com.irurueta.algebra.Matrix bias, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(double[] qualityScores, com.irurueta.algebra.Matrix bias, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(double[] qualityScores, com.irurueta.algebra.Matrix bias, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(double[] bias, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener) Creates a robust gyroscope calibrator using default robust estimator method.create
(double[] bias, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(double[] bias, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(double[] qualityScores, com.irurueta.units.AngularSpeed biasX, com.irurueta.units.AngularSpeed biasY, com.irurueta.units.AngularSpeed biasZ, boolean commonAxisUsed, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(double[] qualityScores, com.irurueta.units.AngularSpeed biasX, com.irurueta.units.AngularSpeed biasY, com.irurueta.units.AngularSpeed biasZ, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(double[] qualityScores, com.irurueta.units.AngularSpeed biasX, com.irurueta.units.AngularSpeed biasY, com.irurueta.units.AngularSpeed biasZ, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(double[] qualityScores, com.irurueta.units.AngularSpeed biasX, com.irurueta.units.AngularSpeed biasY, com.irurueta.units.AngularSpeed biasZ, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(double[] qualityScores, List<StandardDeviationFrameBodyKinematics> measurements, boolean commonAxisUsed, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(double[] qualityScores, List<StandardDeviationFrameBodyKinematics> measurements, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(double[] qualityScores, List<StandardDeviationFrameBodyKinematics> measurements, double[] bias, boolean commonAxisUsed, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(double[] qualityScores, List<StandardDeviationFrameBodyKinematics> measurements, double[] bias, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(double[] qualityScores, List<StandardDeviationFrameBodyKinematics> measurements, double[] bias, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(double[] qualityScores, List<StandardDeviationFrameBodyKinematics> measurements, double[] bias, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(double[] qualityScores, List<StandardDeviationFrameBodyKinematics> measurements, double biasX, double biasY, double biasZ, boolean commonAxisUsed, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(double[] qualityScores, List<StandardDeviationFrameBodyKinematics> measurements, double biasX, double biasY, double biasZ, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(double[] qualityScores, List<StandardDeviationFrameBodyKinematics> measurements, double biasX, double biasY, double biasZ, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(double[] qualityScores, List<StandardDeviationFrameBodyKinematics> measurements, double biasX, double biasY, double biasZ, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(double[] qualityScores, List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.algebra.Matrix bias, boolean commonAxisUsed, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(double[] qualityScores, List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.algebra.Matrix bias, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(double[] qualityScores, List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.algebra.Matrix bias, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(double[] qualityScores, List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.algebra.Matrix bias, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(double[] qualityScores, List<StandardDeviationFrameBodyKinematics> measurements, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(double[] qualityScores, List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(double[] qualityScores, List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.units.AngularSpeed biasX, com.irurueta.units.AngularSpeed biasY, com.irurueta.units.AngularSpeed biasZ, boolean commonAxisUsed, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(double[] qualityScores, List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.units.AngularSpeed biasX, com.irurueta.units.AngularSpeed biasY, com.irurueta.units.AngularSpeed biasZ, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(double[] qualityScores, List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.units.AngularSpeed biasX, com.irurueta.units.AngularSpeed biasY, com.irurueta.units.AngularSpeed biasZ, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(double[] qualityScores, List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.units.AngularSpeed biasX, com.irurueta.units.AngularSpeed biasY, com.irurueta.units.AngularSpeed biasZ, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(double biasX, double biasY, double biasZ) Creates a robust gyroscope calibrator using default robust estimator method.create
(double biasX, double biasY, double biasZ, boolean commonAxisUsed) Creates a robust gyroscope calibrator using default robust estimator method.create
(double biasX, double biasY, double biasZ, boolean commonAxisUsed, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener) Creates a robust gyroscope calibrator using default robust estimator method.create
(double biasX, double biasY, double biasZ, boolean commonAxisUsed, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(double biasX, double biasY, double biasZ, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(double biasX, double biasY, double biasZ, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener) Creates a robust gyroscope calibrator using default robust estimator method.create
(double biasX, double biasY, double biasZ, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(double biasX, double biasY, double biasZ, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(com.irurueta.algebra.Matrix bias) Creates a robust gyroscope calibrator using default robust estimator method.create
(com.irurueta.algebra.Matrix bias, boolean commonAxisUsed) Creates a robust gyroscope calibrator using default robust estimator method.create
(com.irurueta.algebra.Matrix bias, boolean commonAxisUsed, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener) Creates a robust gyroscope calibrator using default robust estimator method.create
(com.irurueta.algebra.Matrix bias, boolean commonAxisUsed, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(com.irurueta.algebra.Matrix bias, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(com.irurueta.algebra.Matrix bias, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener) Creates a robust gyroscope calibrator using default robust estimator method.create
(com.irurueta.algebra.Matrix bias, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(com.irurueta.algebra.Matrix bias, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.Creates a robust gyroscope calibrator using default robust estimator method.create
(RobustKnownBiasAndFrameGyroscopeCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(com.irurueta.units.AngularSpeed biasX, com.irurueta.units.AngularSpeed biasY, com.irurueta.units.AngularSpeed biasZ) Creates a robust gyroscope calibrator using default robust estimator method.create
(com.irurueta.units.AngularSpeed biasX, com.irurueta.units.AngularSpeed biasY, com.irurueta.units.AngularSpeed biasZ, boolean commonAxisUsed) Creates a robust gyroscope calibrator using default robust estimator method.create
(com.irurueta.units.AngularSpeed biasX, com.irurueta.units.AngularSpeed biasY, com.irurueta.units.AngularSpeed biasZ, boolean commonAxisUsed, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener) Creates a robust gyroscope calibrator using default robust estimator method.create
(com.irurueta.units.AngularSpeed biasX, com.irurueta.units.AngularSpeed biasY, com.irurueta.units.AngularSpeed biasZ, boolean commonAxisUsed, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(com.irurueta.units.AngularSpeed biasX, com.irurueta.units.AngularSpeed biasY, com.irurueta.units.AngularSpeed biasZ, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(com.irurueta.units.AngularSpeed biasX, com.irurueta.units.AngularSpeed biasY, com.irurueta.units.AngularSpeed biasZ, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener) Creates a robust gyroscope calibrator using default robust estimator method.create
(com.irurueta.units.AngularSpeed biasX, com.irurueta.units.AngularSpeed biasY, com.irurueta.units.AngularSpeed biasZ, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(com.irurueta.units.AngularSpeed biasX, com.irurueta.units.AngularSpeed biasY, com.irurueta.units.AngularSpeed biasZ, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(List<StandardDeviationFrameBodyKinematics> measurements) Creates a robust gyroscope calibrator using default robust estimator method.create
(List<StandardDeviationFrameBodyKinematics> measurements, boolean commonAxisUsed) Creates a robust gyroscope calibrator using default robust estimator method.create
(List<StandardDeviationFrameBodyKinematics> measurements, boolean commonAxisUsed, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener) Creates a robust gyroscope calibrator using default robust estimator method.create
(List<StandardDeviationFrameBodyKinematics> measurements, boolean commonAxisUsed, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(List<StandardDeviationFrameBodyKinematics> measurements, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(List<StandardDeviationFrameBodyKinematics> measurements, double[] bias) Creates a robust gyroscope calibrator using default robust estimator method.create
(List<StandardDeviationFrameBodyKinematics> measurements, double[] bias, boolean commonAxisUsed) Creates a robust gyroscope calibrator using default robust estimator method.create
(List<StandardDeviationFrameBodyKinematics> measurements, double[] bias, boolean commonAxisUsed, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener) Creates a robust gyroscope calibrator using default robust estimator method.create
(List<StandardDeviationFrameBodyKinematics> measurements, double[] bias, boolean commonAxisUsed, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(List<StandardDeviationFrameBodyKinematics> measurements, double[] bias, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(List<StandardDeviationFrameBodyKinematics> measurements, double[] bias, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener) Creates a robust gyroscope calibrator using default robust estimator method.create
(List<StandardDeviationFrameBodyKinematics> measurements, double[] bias, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(List<StandardDeviationFrameBodyKinematics> measurements, double[] bias, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(List<StandardDeviationFrameBodyKinematics> measurements, double biasX, double biasY, double biasZ) Creates a robust gyroscope calibrator using default robust estimator method.create
(List<StandardDeviationFrameBodyKinematics> measurements, double biasX, double biasY, double biasZ, boolean commonAxisUsed) Creates a robust gyroscope calibrator using default robust estimator method.create
(List<StandardDeviationFrameBodyKinematics> measurements, double biasX, double biasY, double biasZ, boolean commonAxisUsed, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener) Creates a robust gyroscope calibrator using default robust estimator method.create
(List<StandardDeviationFrameBodyKinematics> measurements, double biasX, double biasY, double biasZ, boolean commonAxisUsed, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(List<StandardDeviationFrameBodyKinematics> measurements, double biasX, double biasY, double biasZ, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(List<StandardDeviationFrameBodyKinematics> measurements, double biasX, double biasY, double biasZ, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener) Creates a robust gyroscope calibrator using default robust estimator method.create
(List<StandardDeviationFrameBodyKinematics> measurements, double biasX, double biasY, double biasZ, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(List<StandardDeviationFrameBodyKinematics> measurements, double biasX, double biasY, double biasZ, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.algebra.Matrix bias) Creates a robust gyroscope calibrator using default robust estimator method.create
(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.algebra.Matrix bias, boolean commonAxisUsed) Creates a robust gyroscope calibrator using default robust estimator method.create
(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.algebra.Matrix bias, boolean commonAxisUsed, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener) Creates a robust gyroscope calibrator using default robust estimator method.create
(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.algebra.Matrix bias, boolean commonAxisUsed, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.algebra.Matrix bias, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.algebra.Matrix bias, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener) Creates a robust gyroscope calibrator using default robust estimator method.create
(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.algebra.Matrix bias, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.algebra.Matrix bias, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(List<StandardDeviationFrameBodyKinematics> measurements, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener) Creates a robust gyroscope calibrator using default robust estimator method.create
(List<StandardDeviationFrameBodyKinematics> measurements, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.units.AngularSpeed biasX, com.irurueta.units.AngularSpeed biasY, com.irurueta.units.AngularSpeed biasZ) Creates a robust gyroscope calibrator using default robust estimator method.create
(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.units.AngularSpeed biasX, com.irurueta.units.AngularSpeed biasY, com.irurueta.units.AngularSpeed biasZ, boolean commonAxisUsed) Creates a robust gyroscope calibrator using default robust estimator method.create
(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.units.AngularSpeed biasX, com.irurueta.units.AngularSpeed biasY, com.irurueta.units.AngularSpeed biasZ, boolean commonAxisUsed, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener) Creates a robust gyroscope calibrator using default robust estimator method.create
(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.units.AngularSpeed biasX, com.irurueta.units.AngularSpeed biasY, com.irurueta.units.AngularSpeed biasZ, boolean commonAxisUsed, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.units.AngularSpeed biasX, com.irurueta.units.AngularSpeed biasY, com.irurueta.units.AngularSpeed biasZ, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.units.AngularSpeed biasX, com.irurueta.units.AngularSpeed biasY, com.irurueta.units.AngularSpeed biasZ, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener) Creates a robust gyroscope calibrator using default robust estimator method.create
(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.units.AngularSpeed biasX, com.irurueta.units.AngularSpeed biasY, com.irurueta.units.AngularSpeed biasZ, RobustKnownBiasAndFrameGyroscopeCalibratorListener listener, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.create
(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.units.AngularSpeed biasX, com.irurueta.units.AngularSpeed biasY, com.irurueta.units.AngularSpeed biasZ, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.double[]
getBias()
Gets known gyroscope bias as an array.void
getBias
(double[] result) Gets known gyroscope bias as an array.com.irurueta.units.AngularSpeed
Gets known x-coordinate of gyroscope bias.void
getBiasAngularSpeedX
(com.irurueta.units.AngularSpeed result) Gets known x-coordinate of gyroscope bias.com.irurueta.units.AngularSpeed
Gets known y-coordinate of gyroscope bias.void
getBiasAngularSpeedY
(com.irurueta.units.AngularSpeed result) Gets known y-coordinate of gyroscope bias.com.irurueta.units.AngularSpeed
Gets known z-coordinate of gyroscope bias.void
getBiasAngularSpeedZ
(com.irurueta.units.AngularSpeed result) Gets known z-coordinate of gyroscope bias.com.irurueta.algebra.Matrix
Gets known gyroscope bias as a column matrix.void
getBiasAsMatrix
(com.irurueta.algebra.Matrix result) Gets known gyroscope bias as a column matrix.Gets known gyroscope bias.void
getBiasAsTriad
(AngularSpeedTriad result) Gets known gyroscope bias.double
getBiasX()
Gets known x coordinate of gyroscope bias expressed in radians per second (rad/s).double
getBiasY()
Gets known y coordinate of gyroscope bias expressed in radians per second (rad/s).double
getBiasZ()
Gets known z coordinate of gyroscope bias expressed in radians per second (rad/s).double
Returns amount of confidence expressed as a value between 0.0 and 1.0 (which is equivalent to 100%).double
Gets estimated chi square value.com.irurueta.algebra.Matrix
Gets estimated covariance matrix for estimated calibration solution.com.irurueta.algebra.Matrix
Gets estimated G-dependent cross biases introduced on the gyroscope by the specific forces sensed by the accelerometer.com.irurueta.algebra.Matrix
Gets estimated gyroscope scale factors and cross coupling errors.double
Gets 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.Gets estimated x-axis scale factor.Gets estimated y-axis scale factor.Gets estimated z-axis scale factor.com.irurueta.algebra.Matrix
Gets initial G-dependent cross biases introduced on the gyroscope by the specific forces sensed by the accelerometer.void
getInitialGg
(com.irurueta.algebra.Matrix result) Gets initial G-dependent cross biases introduced on the gyroscope by the specific forces sensed by the accelerometer.com.irurueta.algebra.Matrix
Gets initial scale factors and cross coupling errors matrix.void
getInitialMg
(com.irurueta.algebra.Matrix result) Gets initial scale factors and cross coupling errors matrix.double
Gets initial x-y cross coupling error.double
Gets initial x-z cross coupling error.double
Gets initial y-x cross coupling error.double
Gets initial y-z cross coupling error.double
Gets initial z-x cross coupling error.double
Gets initial z-y cross coupling error.double
Gets initial x scaling factor.double
Gets initial y scaling factor.double
Gets initial z scaling factor.com.irurueta.numerical.robust.InliersData
Gets data related to inliers found after estimation.Gets listener to handle events raised by this estimator.int
Returns maximum allowed number of iterations.Indicates the type of measurement or sequence used by this calibrator.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.abstract com.irurueta.numerical.robust.RobustEstimatorMethod
Returns method being used for robust estimation.int
Gets minimum number of required measurements.int
Gets size of subsets to be checked during robust estimation.float
Returns amount of progress variation before notifying a progress change during calibration.double[]
Returns quality scores corresponding to each measurement.private void
internalSetBias
(double[] bias) Internally sets known gyroscope bias as an array.private void
internalSetBias
(com.irurueta.algebra.Matrix bias) Internally sets known gyroscope bias as a column matrix.private void
internalSetBiasCoordinates
(double biasX, double biasY, double biasZ) Internally sets bias coordinates.private void
internalSetBiasCoordinates
(com.irurueta.units.AngularSpeed biasX, com.irurueta.units.AngularSpeed biasY, com.irurueta.units.AngularSpeed biasZ) Internally sets bias coordinates.boolean
Indicates whether z-axis is assumed to be common for accelerometer and gyroscope.boolean
Indicates whether covariance must be kept after refining result.boolean
Indicates whether a linear calibrator is used or not for preliminary solutions.boolean
Indicates whether this calibrator requires ordered measurements or sequences in a list or not.boolean
Indicates whether preliminary solutions must be refined after an initial linear solution is found.boolean
isReady()
Indicates whether calibrator is ready to start.boolean
Indicates whether result must be refined using a non-linear solver over found inliers.boolean
Indicates whether calibrator is currently running or not.void
setBias
(double[] bias) Sets known gyroscope bias as an array.void
setBias
(com.irurueta.algebra.Matrix bias) Sets known gyroscope bias as a column matrix.void
setBias
(AngularSpeedTriad bias) Sets known gyroscope bias.void
setBiasCoordinates
(double biasX, double biasY, double biasZ) Sets known gyroscope bias coordinates expressed in radians per second (rad/s).void
setBiasCoordinates
(com.irurueta.units.AngularSpeed biasX, com.irurueta.units.AngularSpeed biasY, com.irurueta.units.AngularSpeed biasZ) Sets known gyroscope bias coordinates.void
setBiasX
(double biasX) Sets known x coordinate of gyroscope bias expressed in radians per second (rad/s).void
setBiasX
(com.irurueta.units.AngularSpeed biasX) Sets known x-coordinate of gyroscope bias.void
setBiasY
(double biasY) Sets known y coordinate of gyroscope bias expressed in radians per second (rad/s).)void
setBiasY
(com.irurueta.units.AngularSpeed biasY) Sets known y-coordinate of gyroscope bias.void
setBiasZ
(double biasZ) Sets known z coordinate of gyroscope bias expressed in radians per second (rad/s).void
setBiasZ
(com.irurueta.units.AngularSpeed biasZ) Sets known z-coordinate of gyroscope bias.void
setCommonAxisUsed
(boolean commonAxisUsed) Specifies whether z-axis is assumed to be common for accelerometer and gyroscope.void
setConfidence
(double confidence) Sets amount of confidence expressed as a value between 0.0 and 1.0 (which is equivalent to 100%).void
setCovarianceKept
(boolean keepCovariance) Specifies whether covariance must be kept after refining result.void
setInitialCrossCouplingErrors
(double initialMxy, double initialMxz, double initialMyx, double initialMyz, double initialMzx, double initialMzy) Sets initial cross coupling errors.void
setInitialGg
(com.irurueta.algebra.Matrix initialGg) Sets initial G-dependent cross biases introduced on the gyroscope by the specific forces sensed by the accelerometer.void
setInitialMg
(com.irurueta.algebra.Matrix initialMg) Sets initial scale factors and cross coupling errors matrix.void
setInitialMxy
(double initialMxy) Sets initial x-y cross coupling error.void
setInitialMxz
(double initialMxz) Sets initial x-z cross coupling error.void
setInitialMyx
(double initialMyx) Sets initial y-x cross coupling error.void
setInitialMyz
(double initialMyz) Sets initial y-z cross coupling error.void
setInitialMzx
(double initialMzx) Sets initial z-x cross coupling error.void
setInitialMzy
(double initialMzy) Sets initial z-y cross coupling error.void
setInitialScalingFactors
(double initialSx, double initialSy, double initialSz) Sets initial scaling factors.void
setInitialScalingFactorsAndCrossCouplingErrors
(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.void
setInitialSx
(double initialSx) Sets initial x scaling factor.void
setInitialSy
(double initialSy) Sets initial y scaling factor.void
setInitialSz
(double initialSz) Sets initial z scaling factor.void
setLinearCalibratorUsed
(boolean linearCalibratorUsed) Specifies whether a linear calibrator is used or not for preliminary solutions.void
Sets listener to handle events raised by this estimator.void
setMaxIterations
(int maxIterations) Sets maximum allowed number of iterations.void
setMeasurements
(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.void
setPreliminarySolutionRefined
(boolean preliminarySolutionRefined) Specifies whether preliminary solutions must be refined after an initial linear solution is found.void
setPreliminarySubsetSize
(int preliminarySubsetSize) Sets size of subsets to be checked during robust estimation.void
setProgressDelta
(float progressDelta) Sets amount of progress variation before notifying a progress change during calibration.void
setQualityScores
(double[] qualityScores) Sets quality scores corresponding to each measurement.void
setResultRefined
(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, wait
Methods inherited from interface com.irurueta.navigation.inertial.calibration.gyroscope.GyroscopeCalibrator
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 inlier 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 Mg matrix. -
biasX
private double biasXKnown x coordinate of gyroscope bias expressed in radians per second (rad/s). -
biasY
private double biasYKnown y coordinate of gyroscope bias expressed in radians per second (rad/s). -
biasZ
private double biasZKnown z coordinate of gyroscope bias expressed in radians per second (rad/s). -
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. -
initialGg
private com.irurueta.algebra.Matrix initialGgInitial G-dependent cross biases introduced on the gyroscope by the specific forces sensed by the accelerometer. -
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. -
estimatedMg
private com.irurueta.algebra.Matrix estimatedMgEstimated gyroscope scale factors and cross coupling errors. This is the product of matrix Tg containing cross coupling errors and Kg containing scaling factors. So that:Mg = [sx mxy mxz] = Tg*Kg [myx sy myz] [mzx mzy sz ]
Where:Kg = [sx 0 0 ] [0 sy 0 ] [0 0 sz]
andTg = [1 -alphaXy alphaXz ] [alphaYx 1 -alphaYz] [-alphaZx alphaZy 1 ]
Hence:Mg = [sx mxy mxz] = Tg*Kg = [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 gyroscope z-axis is assumed to be the same as the body z-axis. When this is assumed, myx = mzx = mzy = 0 and the Mg matrix becomes upper diagonal:Mg = [sx mxy mxz] [0 sy myz] [0 0 sz ]
Values of this matrix are unit-less. -
estimatedGg
private com.irurueta.algebra.Matrix estimatedGgEstimated G-dependent cross biases introduced on the gyroscope by the specific forces sensed by the accelerometer. This instance allows any 3x3 matrix. -
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. -
estimatedMse
private double estimatedMseEstimated mean square error respect to provided measurements. -
linearCalibrator
A linear least squares calibrator. -
nonLinearCalibrator
A non-linear least squares calibrator.
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Constructor Details
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RobustKnownBiasAndFrameGyroscopeCalibrator
protected RobustKnownBiasAndFrameGyroscopeCalibrator()Constructor. -
RobustKnownBiasAndFrameGyroscopeCalibrator
protected RobustKnownBiasAndFrameGyroscopeCalibrator(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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RobustKnownBiasAndFrameGyroscopeCalibrator
protected RobustKnownBiasAndFrameGyroscopeCalibrator(boolean commonAxisUsed) Constructor.- Parameters:
commonAxisUsed
- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.
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RobustKnownBiasAndFrameGyroscopeCalibrator
protected RobustKnownBiasAndFrameGyroscopeCalibrator(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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RobustKnownBiasAndFrameGyroscopeCalibrator
protected RobustKnownBiasAndFrameGyroscopeCalibrator(double biasX, double biasY, double biasZ) Constructor.- Parameters:
biasX
- known x coordinate of gyroscope bias expressed in radians per second (rad/s).biasY
- known y coordinate of gyroscope bias expressed in radians per second (rad/s).biasZ
- known z coordinate of gyroscope bias expressed in radians per second (rad/s).
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RobustKnownBiasAndFrameGyroscopeCalibrator
protected RobustKnownBiasAndFrameGyroscopeCalibrator(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 gyroscope bias expressed in radians per second (rad/s).biasY
- known y coordinate of gyroscope bias expressed in radians per second (rad/s).biasZ
- known z coordinate of gyroscope bias expressed in radians per second (rad/s).
-
RobustKnownBiasAndFrameGyroscopeCalibrator
protected RobustKnownBiasAndFrameGyroscopeCalibrator(double biasX, double biasY, double biasZ, boolean commonAxisUsed) Constructor.- Parameters:
biasX
- known x coordinate of gyroscope bias expressed in radians per second (rad/s).biasY
- known y coordinate of gyroscope bias expressed in radians per second (rad/s).biasZ
- known z coordinate of gyroscope bias expressed in radians per second (rad/s).commonAxisUsed
- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.
-
RobustKnownBiasAndFrameGyroscopeCalibrator
protected RobustKnownBiasAndFrameGyroscopeCalibrator(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 gyroscope bias expressed in radians per second (rad/s).biasY
- known y coordinate of gyroscope bias expressed in radians per second (rad/s).biasZ
- known z coordinate of gyroscope bias expressed in radians per second (rad/s).commonAxisUsed
- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.
-
RobustKnownBiasAndFrameGyroscopeCalibrator
protected RobustKnownBiasAndFrameGyroscopeCalibrator(com.irurueta.units.AngularSpeed biasX, com.irurueta.units.AngularSpeed biasY, com.irurueta.units.AngularSpeed biasZ) Constructor.- Parameters:
biasX
- known x coordinate of gyroscope bias.biasY
- known y coordinate of gyroscope bias.biasZ
- known z coordinate of gyroscope bias.
-
RobustKnownBiasAndFrameGyroscopeCalibrator
protected RobustKnownBiasAndFrameGyroscopeCalibrator(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.units.AngularSpeed biasX, com.irurueta.units.AngularSpeed biasY, com.irurueta.units.AngularSpeed 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 gyroscope bias.biasY
- known y coordinate of gyroscope bias.biasZ
- known z coordinate of gyroscope bias.
-
RobustKnownBiasAndFrameGyroscopeCalibrator
protected RobustKnownBiasAndFrameGyroscopeCalibrator(com.irurueta.units.AngularSpeed biasX, com.irurueta.units.AngularSpeed biasY, com.irurueta.units.AngularSpeed biasZ, boolean commonAxisUsed) Constructor.- Parameters:
biasX
- known x coordinate of gyroscope bias.biasY
- known y coordinate of gyroscope bias.biasZ
- known z coordinate of gyroscope bias.commonAxisUsed
- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.
-
RobustKnownBiasAndFrameGyroscopeCalibrator
protected RobustKnownBiasAndFrameGyroscopeCalibrator(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.units.AngularSpeed biasX, com.irurueta.units.AngularSpeed biasY, com.irurueta.units.AngularSpeed 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 gyroscope bias.biasY
- known y coordinate of gyroscope bias.biasZ
- known z coordinate of gyroscope bias.commonAxisUsed
- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.
-
RobustKnownBiasAndFrameGyroscopeCalibrator
protected RobustKnownBiasAndFrameGyroscopeCalibrator(double[] bias) Constructor.- Parameters:
bias
- known gyroscope bias.- Throws:
IllegalArgumentException
- if provided array does not have length 3.
-
RobustKnownBiasAndFrameGyroscopeCalibrator
protected RobustKnownBiasAndFrameGyroscopeCalibrator(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 gyroscope bias.- Throws:
IllegalArgumentException
- if provided array does not have length 3.
-
RobustKnownBiasAndFrameGyroscopeCalibrator
protected RobustKnownBiasAndFrameGyroscopeCalibrator(double[] bias, boolean commonAxisUsed) Constructor.- Parameters:
bias
- known gyroscope 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.
-
RobustKnownBiasAndFrameGyroscopeCalibrator
protected RobustKnownBiasAndFrameGyroscopeCalibrator(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 gyroscope 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.
-
RobustKnownBiasAndFrameGyroscopeCalibrator
protected RobustKnownBiasAndFrameGyroscopeCalibrator(com.irurueta.algebra.Matrix bias) Constructor.- Parameters:
bias
- known gyroscope bias.- Throws:
IllegalArgumentException
- if provided matrix is not 3x1.
-
RobustKnownBiasAndFrameGyroscopeCalibrator
protected RobustKnownBiasAndFrameGyroscopeCalibrator(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 gyroscope bias.- Throws:
IllegalArgumentException
- if provided matrix is not 3x1.
-
RobustKnownBiasAndFrameGyroscopeCalibrator
protected RobustKnownBiasAndFrameGyroscopeCalibrator(com.irurueta.algebra.Matrix bias, boolean commonAxisUsed) Constructor.- Parameters:
bias
- known gyroscope bias.commonAxisUsed
- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.- Throws:
IllegalArgumentException
- if provided matrix is not 3x1.
-
RobustKnownBiasAndFrameGyroscopeCalibrator
protected RobustKnownBiasAndFrameGyroscopeCalibrator(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 gyroscope bias.commonAxisUsed
- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.- Throws:
IllegalArgumentException
- if provided matrix is not 3x1.
-
-
Method Details
-
getBiasX
public double getBiasX()Gets known x coordinate of gyroscope bias expressed in radians per second (rad/s).- Specified by:
getBiasX
in interfaceKnownBiasGyroscopeCalibrator
- Returns:
- x coordinate of gyroscope bias.
-
setBiasX
public void setBiasX(double biasX) throws com.irurueta.navigation.LockedException Sets known x coordinate of gyroscope bias expressed in radians per second (rad/s).- Specified by:
setBiasX
in interfaceKnownBiasGyroscopeCalibrator
- Parameters:
biasX
- x coordinate of gyroscope bias.- Throws:
com.irurueta.navigation.LockedException
- if estimator is currently running.
-
getBiasY
public double getBiasY()Gets known y coordinate of gyroscope bias expressed in radians per second (rad/s).- Specified by:
getBiasY
in interfaceKnownBiasGyroscopeCalibrator
- Returns:
- y coordinate of gyroscope bias.
-
setBiasY
public void setBiasY(double biasY) throws com.irurueta.navigation.LockedException Sets known y coordinate of gyroscope bias expressed in radians per second (rad/s).)- Specified by:
setBiasY
in interfaceKnownBiasGyroscopeCalibrator
- Parameters:
biasY
- y coordinate of gyroscope bias.- Throws:
com.irurueta.navigation.LockedException
- if estimator is currently running.
-
getBiasZ
public double getBiasZ()Gets known z coordinate of gyroscope bias expressed in radians per second (rad/s).- Specified by:
getBiasZ
in interfaceKnownBiasGyroscopeCalibrator
- Returns:
- z coordinate of gyroscope bias.
-
setBiasZ
public void setBiasZ(double biasZ) throws com.irurueta.navigation.LockedException Sets known z coordinate of gyroscope bias expressed in radians per second (rad/s).- Specified by:
setBiasZ
in interfaceKnownBiasGyroscopeCalibrator
- Parameters:
biasZ
- z coordinate of gyroscope bias.- Throws:
com.irurueta.navigation.LockedException
- if estimator is currently running.
-
getBiasAngularSpeedX
public com.irurueta.units.AngularSpeed getBiasAngularSpeedX()Gets known x-coordinate of gyroscope bias.- Specified by:
getBiasAngularSpeedX
in interfaceKnownBiasGyroscopeCalibrator
- Returns:
- known x-coordinate of gyroscope bias.
-
getBiasAngularSpeedX
public void getBiasAngularSpeedX(com.irurueta.units.AngularSpeed result) Gets known x-coordinate of gyroscope bias.- Specified by:
getBiasAngularSpeedX
in interfaceKnownBiasGyroscopeCalibrator
- Parameters:
result
- instance where result data will be stored.
-
setBiasX
public void setBiasX(com.irurueta.units.AngularSpeed biasX) throws com.irurueta.navigation.LockedException Sets known x-coordinate of gyroscope bias.- Specified by:
setBiasX
in interfaceKnownBiasGyroscopeCalibrator
- Parameters:
biasX
- x-coordinate of gyroscope bias.- Throws:
com.irurueta.navigation.LockedException
- if calibrator is currently running.
-
getBiasAngularSpeedY
public com.irurueta.units.AngularSpeed getBiasAngularSpeedY()Gets known y-coordinate of gyroscope bias.- Specified by:
getBiasAngularSpeedY
in interfaceKnownBiasGyroscopeCalibrator
- Returns:
- known y-coordinate of gyroscope bias.
-
getBiasAngularSpeedY
public void getBiasAngularSpeedY(com.irurueta.units.AngularSpeed result) Gets known y-coordinate of gyroscope bias.- Specified by:
getBiasAngularSpeedY
in interfaceKnownBiasGyroscopeCalibrator
- Parameters:
result
- instance where result data will be stored.
-
setBiasY
public void setBiasY(com.irurueta.units.AngularSpeed biasY) throws com.irurueta.navigation.LockedException Sets known y-coordinate of gyroscope bias.- Specified by:
setBiasY
in interfaceKnownBiasGyroscopeCalibrator
- Parameters:
biasY
- y-coordinate of gyroscope bias.- Throws:
com.irurueta.navigation.LockedException
- if calibrator is currently running.
-
getBiasAngularSpeedZ
public com.irurueta.units.AngularSpeed getBiasAngularSpeedZ()Gets known z-coordinate of gyroscope bias.- Specified by:
getBiasAngularSpeedZ
in interfaceKnownBiasGyroscopeCalibrator
- Returns:
- known z-coordinate of gyroscope bias.
-
getBiasAngularSpeedZ
public void getBiasAngularSpeedZ(com.irurueta.units.AngularSpeed result) Gets known z-coordinate of gyroscope bias.- Specified by:
getBiasAngularSpeedZ
in interfaceKnownBiasGyroscopeCalibrator
- Parameters:
result
- instance where result data will be stored.
-
setBiasZ
public void setBiasZ(com.irurueta.units.AngularSpeed biasZ) throws com.irurueta.navigation.LockedException Sets known z-coordinate of gyroscope bias.- Specified by:
setBiasZ
in interfaceKnownBiasGyroscopeCalibrator
- Parameters:
biasZ
- z-coordinate of gyroscope bias.- Throws:
com.irurueta.navigation.LockedException
- if calibrator is currently running.
-
setBiasCoordinates
public void setBiasCoordinates(double biasX, double biasY, double biasZ) throws com.irurueta.navigation.LockedException Sets known gyroscope bias coordinates expressed in radians per second (rad/s).- Specified by:
setBiasCoordinates
in interfaceKnownBiasGyroscopeCalibrator
- Parameters:
biasX
- x coordinate of gyroscope bias.biasY
- y coordinate of gyroscope bias.biasZ
- z coordinate of gyroscope bias.- Throws:
com.irurueta.navigation.LockedException
- if calibrator is currently running.
-
setBiasCoordinates
public void setBiasCoordinates(com.irurueta.units.AngularSpeed biasX, com.irurueta.units.AngularSpeed biasY, com.irurueta.units.AngularSpeed biasZ) throws com.irurueta.navigation.LockedException Sets known gyroscope bias coordinates.- Specified by:
setBiasCoordinates
in interfaceKnownBiasGyroscopeCalibrator
- Parameters:
biasX
- x coordinate of gyroscope bias.biasY
- y coordinate of gyroscope bias.biasZ
- z coordinate of gyroscope bias.- Throws:
com.irurueta.navigation.LockedException
- if calibrator is currently running.
-
getBiasAsTriad
Gets known gyroscope bias.- Returns:
- known gyroscope bias.
-
getBias
public double[] getBias()Gets known gyroscope bias as an array. Array values are expressed in radians per second (rad/s).- Specified by:
getBias
in interfaceKnownBiasGyroscopeCalibrator
- Returns:
- array containing coordinates of known bias.
-
getBias
public void getBias(double[] result) Gets known gyroscope bias as an array. Array values are expressed in radians per second (rad/s).- Specified by:
getBias
in interfaceKnownBiasGyroscopeCalibrator
- Parameters:
result
- instance where result data will be copied to.- Throws:
IllegalArgumentException
- if provided array does not have length 3.
-
setBias
public void setBias(double[] bias) throws com.irurueta.navigation.LockedException Sets known gyroscope bias as an array. Array values are expressed in radians per second (rad/s).- Specified by:
setBias
in interfaceKnownBiasGyroscopeCalibrator
- Parameters:
bias
- known gyroscope bias.- Throws:
com.irurueta.navigation.LockedException
- if calibrator is currently running.IllegalArgumentException
- if provided array does not have length 3.
-
getBiasAsMatrix
public com.irurueta.algebra.Matrix getBiasAsMatrix()Gets known gyroscope bias as a column matrix.- Specified by:
getBiasAsMatrix
in interfaceKnownBiasGyroscopeCalibrator
- Returns:
- known gyroscope bias as a column matrix.
-
getBiasAsMatrix
public void getBiasAsMatrix(com.irurueta.algebra.Matrix result) Gets known gyroscope bias as a column matrix.- Specified by:
getBiasAsMatrix
in interfaceKnownBiasGyroscopeCalibrator
- Parameters:
result
- instance where result data will be copied to.- Throws:
IllegalArgumentException
- if provided matrix is not 3x1.
-
setBias
public void setBias(com.irurueta.algebra.Matrix bias) throws com.irurueta.navigation.LockedException Sets known gyroscope bias as a column matrix.- Specified by:
setBias
in interfaceKnownBiasGyroscopeCalibrator
- Parameters:
bias
- gyroscope bias to be set.- Throws:
com.irurueta.navigation.LockedException
- if calibrator is currently runningIllegalArgumentException
- if provided matrix is not 3x1.
-
getInitialSx
public double getInitialSx()Gets initial x scaling factor. This is only taken into account if non-linear preliminary solutions are used.- Specified by:
getInitialSx
in interfaceGyroscopeNonLinearCalibrator
- Returns:
- initial x scaling factor.
-
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:
setInitialSx
in interfaceGyroscopeNonLinearCalibrator
- Parameters:
initialSx
- initial x scaling factor.- Throws:
com.irurueta.navigation.LockedException
- if calibrator is currently running.
-
getInitialSy
public double getInitialSy()Gets initial y scaling factor. This is only taken into account if non-linear preliminary solutions are used.- Specified by:
getInitialSy
in interfaceGyroscopeNonLinearCalibrator
- Returns:
- initial y scaling factor.
-
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:
setInitialSy
in interfaceGyroscopeNonLinearCalibrator
- Parameters:
initialSy
- initial y scaling factor.- Throws:
com.irurueta.navigation.LockedException
- if calibrator is currently running.
-
getInitialSz
public double getInitialSz()Gets initial z scaling factor. This is only taken into account if non-linear preliminary solutions are used.- Specified by:
getInitialSz
in interfaceGyroscopeNonLinearCalibrator
- Returns:
- initial z scaling factor.
-
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:
setInitialSz
in interfaceGyroscopeNonLinearCalibrator
- Parameters:
initialSz
- initial z scaling factor.- Throws:
com.irurueta.navigation.LockedException
- if calibrator is currently running.
-
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:
getInitialMxy
in interfaceGyroscopeNonLinearCalibrator
- Returns:
- initial x-y cross coupling error.
-
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:
setInitialMxy
in interfaceGyroscopeNonLinearCalibrator
- Parameters:
initialMxy
- initial x-y cross coupling error.- Throws:
com.irurueta.navigation.LockedException
- if calibrator is currently running.
-
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:
getInitialMxz
in interfaceGyroscopeNonLinearCalibrator
- Returns:
- initial x-z cross coupling error.
-
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:
setInitialMxz
in interfaceGyroscopeNonLinearCalibrator
- Parameters:
initialMxz
- initial x-z cross coupling error.- Throws:
com.irurueta.navigation.LockedException
- if calibrator is currently running.
-
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:
getInitialMyx
in interfaceGyroscopeNonLinearCalibrator
- Returns:
- initial y-x cross coupling error.
-
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:
setInitialMyx
in interfaceGyroscopeNonLinearCalibrator
- Parameters:
initialMyx
- initial y-x cross coupling error.- Throws:
com.irurueta.navigation.LockedException
- if calibrator is currently running.
-
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:
getInitialMyz
in interfaceGyroscopeNonLinearCalibrator
- Returns:
- initial y-z cross coupling error.
-
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:
setInitialMyz
in interfaceGyroscopeNonLinearCalibrator
- Parameters:
initialMyz
- initial y-z cross coupling error.- Throws:
com.irurueta.navigation.LockedException
- if calibrator is currently running.
-
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:
getInitialMzx
in interfaceGyroscopeNonLinearCalibrator
- Returns:
- initial z-x cross coupling error.
-
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:
setInitialMzx
in interfaceGyroscopeNonLinearCalibrator
- Parameters:
initialMzx
- initial z-x cross coupling error.- Throws:
com.irurueta.navigation.LockedException
- if calibrator is currently running.
-
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:
getInitialMzy
in interfaceGyroscopeNonLinearCalibrator
- Returns:
- initial z-y cross coupling error.
-
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:
setInitialMzy
in interfaceGyroscopeNonLinearCalibrator
- Parameters:
initialMzy
- initial z-y cross coupling error.- Throws:
com.irurueta.navigation.LockedException
- if calibrator is currently running.
-
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:
setInitialScalingFactors
in interfaceGyroscopeNonLinearCalibrator
- 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.
-
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:
setInitialCrossCouplingErrors
in interfaceGyroscopeNonLinearCalibrator
- 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.
-
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:
setInitialScalingFactorsAndCrossCouplingErrors
in interfaceGyroscopeNonLinearCalibrator
- 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.
-
getInitialMg
public com.irurueta.algebra.Matrix getInitialMg()Gets initial scale factors and cross coupling errors matrix.- Specified by:
getInitialMg
in interfaceGyroscopeNonLinearCalibrator
- Returns:
- initial scale factors and cross coupling errors matrix.
-
getInitialMg
public void getInitialMg(com.irurueta.algebra.Matrix result) Gets initial scale factors and cross coupling errors matrix.- Specified by:
getInitialMg
in interfaceGyroscopeNonLinearCalibrator
- Parameters:
result
- instance where data will be stored.- Throws:
IllegalArgumentException
- if provided matrix is not 3x3.
-
setInitialMg
public void setInitialMg(com.irurueta.algebra.Matrix initialMg) throws com.irurueta.navigation.LockedException Sets initial scale factors and cross coupling errors matrix.- Specified by:
setInitialMg
in interfaceGyroscopeNonLinearCalibrator
- Parameters:
initialMg
- 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.
-
getInitialGg
public com.irurueta.algebra.Matrix getInitialGg()Gets initial G-dependent cross biases introduced on the gyroscope by the specific forces sensed by the accelerometer.- Specified by:
getInitialGg
in interfaceGyroscopeNonLinearCalibrator
- Returns:
- a 3x3 matrix containing initial g-dependent cross biases.
-
getInitialGg
public void getInitialGg(com.irurueta.algebra.Matrix result) Gets initial G-dependent cross biases introduced on the gyroscope by the specific forces sensed by the accelerometer.- Specified by:
getInitialGg
in interfaceGyroscopeNonLinearCalibrator
- Parameters:
result
- instance where data will be stored.- Throws:
IllegalArgumentException
- if provided matrix is not 3x3.
-
setInitialGg
public void setInitialGg(com.irurueta.algebra.Matrix initialGg) throws com.irurueta.navigation.LockedException Sets initial G-dependent cross biases introduced on the gyroscope by the specific forces sensed by the accelerometer.- Specified by:
setInitialGg
in interfaceGyroscopeNonLinearCalibrator
- Parameters:
initialGg
- g-dependent cross biases.- Throws:
com.irurueta.navigation.LockedException
- if calibrator is currently running.IllegalArgumentException
- if provided matrix is not 3x3.
-
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:
getMeasurements
in interfaceOrderedStandardDeviationFrameBodyKinematicsGyroscopeCalibrator
- Returns:
- a collection of body kinematics measurements taken at different frames (positions, orientations and velocities).
-
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:
setMeasurements
in interfaceOrderedStandardDeviationFrameBodyKinematicsGyroscopeCalibrator
- 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.
-
getMeasurementOrSequenceType
Indicates the type of measurement or sequence used by this calibrator.- Specified by:
getMeasurementOrSequenceType
in interfaceGyroscopeCalibrator
- Returns:
- type of measurement or sequence used by this calibrator.
-
isOrderedMeasurementsOrSequencesRequired
public boolean isOrderedMeasurementsOrSequencesRequired()Indicates whether this calibrator requires ordered measurements or sequences in a list or not.- Specified by:
isOrderedMeasurementsOrSequencesRequired
in interfaceGyroscopeCalibrator
- Returns:
- true if measurements or sequences must be ordered, false otherwise.
-
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:
isCommonAxisUsed
in interfaceGyroscopeCalibrator
- Returns:
- true if z-axis is assumed to be common for accelerometer and gyroscope, false otherwise.
-
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:
setCommonAxisUsed
in interfaceGyroscopeCalibrator
- 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.
-
getListener
Gets listener to handle events raised by this estimator.- Returns:
- listener to handle events raised by this estimator.
-
getMinimumRequiredMeasurementsOrSequences
public int getMinimumRequiredMeasurementsOrSequences()Gets minimum number of required measurements.- Specified by:
getMinimumRequiredMeasurementsOrSequences
in interfaceGyroscopeCalibrator
- Returns:
- minimum number of required measurements.
-
isReady
public boolean isReady()Indicates whether calibrator is ready to start.- Specified by:
isReady
in interfaceGyroscopeCalibrator
- Returns:
- true if calibrator is ready, false otherwise.
-
isRunning
public boolean isRunning()Indicates whether calibrator is currently running or not.- Specified by:
isRunning
in interfaceGyroscopeCalibrator
- Returns:
- true if calibrator is running, false otherwise.
-
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.
-
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.
-
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.
-
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.
-
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.
-
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.
-
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.
-
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.
-
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.
-
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.
-
getInliersData
public com.irurueta.numerical.robust.InliersData getInliersData()Gets data related to inliers found after estimation.- Returns:
- data related to inliers found after estimation.
-
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.
-
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.
-
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.
-
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.
-
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:
getQualityScores
in interfaceQualityScoredGyroscopeCalibrator
- Returns:
- quality scores corresponding to each sample.
-
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:
setQualityScores
in interfaceQualityScoredGyroscopeCalibrator
- 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.
-
getEstimatedMg
public com.irurueta.algebra.Matrix getEstimatedMg()Gets estimated gyroscope scale factors and cross coupling errors. This is the product of matrix Tg containing cross coupling errors and Kg containing scaling factors. So that:Mg = [sx mxy mxz] = Tg*Kg [myx sy myz] [mzx mzy sz ]
Where:Kg = [sx 0 0 ] [0 sy 0 ] [0 0 sz]
andTg = [1 -alphaXy alphaXz ] [alphaYx 1 -alphaYz] [-alphaZx alphaZy 1 ]
Hence:Mg = [sx mxy mxz] = Tg*Kg = [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 gyroscope z-axis is assumed to be the same as the body z-axis. When this is assumed, myx = mzx = mzy = 0 and the Mg matrix becomes upper diagonal:Mg = [sx mxy mxz] [0 sy myz] [0 0 sz ]
Values of this matrix are unit-less.- Specified by:
getEstimatedMg
in interfaceGyroscopeCalibrator
- Returns:
- estimated gyroscope scale factors and cross coupling errors, or null if not available.
-
getEstimatedSx
Gets estimated x-axis scale factor.- Specified by:
getEstimatedSx
in interfaceGyroscopeCalibrator
- Returns:
- estimated x-axis scale factor or null if not available.
-
getEstimatedSy
Gets estimated y-axis scale factor.- Specified by:
getEstimatedSy
in interfaceGyroscopeCalibrator
- Returns:
- estimated y-axis scale factor or null if not available.
-
getEstimatedSz
Gets estimated z-axis scale factor.- Specified by:
getEstimatedSz
in interfaceGyroscopeCalibrator
- Returns:
- estimated z-axis scale factor or null if not available.
-
getEstimatedMxy
Gets estimated x-y cross-coupling error.- Specified by:
getEstimatedMxy
in interfaceGyroscopeCalibrator
- Returns:
- estimated x-y cross-coupling error or null if not available.
-
getEstimatedMxz
Gets estimated x-z cross-coupling error.- Specified by:
getEstimatedMxz
in interfaceGyroscopeCalibrator
- Returns:
- estimated x-z cross-coupling error or null if not available.
-
getEstimatedMyx
Gets estimated y-x cross-coupling error.- Specified by:
getEstimatedMyx
in interfaceGyroscopeCalibrator
- Returns:
- estimated y-x cross-coupling error or null if not available.
-
getEstimatedMyz
Gets estimated y-z cross-coupling error.- Specified by:
getEstimatedMyz
in interfaceGyroscopeCalibrator
- Returns:
- estimated y-z cross-coupling error or null if not available.
-
getEstimatedMzx
Gets estimated z-x cross-coupling error.- Specified by:
getEstimatedMzx
in interfaceGyroscopeCalibrator
- Returns:
- estimated z-x cross-coupling error or null if not available.
-
getEstimatedMzy
Gets estimated z-y cross-coupling error.- Specified by:
getEstimatedMzy
in interfaceGyroscopeCalibrator
- Returns:
- estimated z-y cross-coupling error or null if not available.
-
getEstimatedGg
public com.irurueta.algebra.Matrix getEstimatedGg()Gets estimated G-dependent cross biases introduced on the gyroscope by the specific forces sensed by the accelerometer. This instance allows any 3x3 matrix.- Specified by:
getEstimatedGg
in interfaceGyroscopeCalibrator
- Returns:
- estimated G-dependent cross biases.
-
getEstimatedCovariance
public com.irurueta.algebra.Matrix getEstimatedCovariance()Gets estimated covariance matrix for estimated calibration solution. Diagonal elements of the matrix contains variance for the following parameters (following indicated order): sx, sy, sz, mxy, mxz, myx, myz, mzx, mzy, gg11, gg21, gg31, gg12, gg22, gg32, gg13, gg23, gg33. This is only available when result has been refined and covariance is kept.- Specified by:
getEstimatedCovariance
in interfaceGyroscopeNonLinearCalibrator
- Returns:
- estimated covariance matrix for estimated position.
-
getEstimatedChiSq
public double getEstimatedChiSq()Gets estimated chi square value.- Specified by:
getEstimatedChiSq
in interfaceGyroscopeNonLinearCalibrator
- Returns:
- estimated chi square value.
-
getEstimatedMse
public double getEstimatedMse()Gets estimated mean square error respect to provided measurements.- Specified by:
getEstimatedMse
in interfaceGyroscopeNonLinearCalibrator
- Returns:
- estimated mean square error respect to provided measurements.
-
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.
-
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
.
-
getMethod
public abstract com.irurueta.numerical.robust.RobustEstimatorMethod getMethod()Returns method being used for robust estimation.- Returns:
- method being used for robust estimation.
-
create
public static RobustKnownBiasAndFrameGyroscopeCalibrator create(com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.- Parameters:
method
- robust estimator method.- Returns:
- a robust gyroscope calibrator.
-
create
public static RobustKnownBiasAndFrameGyroscopeCalibrator create(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope 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 gyroscope calibrator.
-
create
public static RobustKnownBiasAndFrameGyroscopeCalibrator create(boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.- Parameters:
commonAxisUsed
- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.method
- robust estimator method.- Returns:
- a robust gyroscope calibrator.
-
create
public static RobustKnownBiasAndFrameGyroscopeCalibrator create(List<StandardDeviationFrameBodyKinematics> measurements, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope 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 gyroscope calibrator.
-
create
public static RobustKnownBiasAndFrameGyroscopeCalibrator create(double biasX, double biasY, double biasZ, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.- Parameters:
biasX
- known x coordinate of gyroscope bias expressed in radians per second (rad/s).biasY
- known y coordinate of gyroscope bias expressed in radians per second (rad/s).biasZ
- known z coordinate of gyroscope bias expressed in radians per second (rad/s).method
- robust estimator method.- Returns:
- a robust gyroscope calibrator.
-
create
public static RobustKnownBiasAndFrameGyroscopeCalibrator create(List<StandardDeviationFrameBodyKinematics> measurements, double biasX, double biasY, double biasZ, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.- Parameters:
measurements
- list of body kinematics measurements with standard deviations taken at different frames (positions, orientations and velocities).biasX
- known x coordinate of gyroscope bias expressed in radians per second (rad/s).biasY
- known y coordinate of gyroscope bias expressed in radians per second (rad/s).biasZ
- known z coordinate of gyroscope bias expressed in radians per second (rad/s).method
- robust estimator method.- Returns:
- a robust gyroscope calibrator.
-
create
public static RobustKnownBiasAndFrameGyroscopeCalibrator create(double biasX, double biasY, double biasZ, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.- Parameters:
biasX
- known x coordinate of gyroscope bias expressed in radians per second (rad/s).biasY
- known y coordinate of gyroscope bias expressed in radians per second (rad/s).biasZ
- known z coordinate of gyroscope bias expressed in radians per second (rad/s).commonAxisUsed
- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.method
- robust estimator method.- Returns:
- a robust gyroscope calibrator.
-
create
public static RobustKnownBiasAndFrameGyroscopeCalibrator create(List<StandardDeviationFrameBodyKinematics> measurements, double biasX, double biasY, double biasZ, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.- Parameters:
measurements
- list of body kinematics measurements with standard deviations taken at different frames (positions, orientations and velocities).biasX
- known x coordinate of gyroscope bias expressed in radians per second (rad/s).biasY
- known y coordinate of gyroscope bias expressed in radians per second (rad/s).biasZ
- known z coordinate of gyroscope bias expressed in radians per second (rad/s).commonAxisUsed
- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.method
- robust estimator method.- Returns:
- a robust gyroscope calibrator.
-
create
public static RobustKnownBiasAndFrameGyroscopeCalibrator create(com.irurueta.units.AngularSpeed biasX, com.irurueta.units.AngularSpeed biasY, com.irurueta.units.AngularSpeed biasZ, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.- Parameters:
biasX
- known x coordinate of gyroscope bias.biasY
- known y coordinate of gyroscope bias.biasZ
- known z coordinate of gyroscope bias.method
- robust estimator method.- Returns:
- a robust gyroscope calibrator.
-
create
public static RobustKnownBiasAndFrameGyroscopeCalibrator create(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.units.AngularSpeed biasX, com.irurueta.units.AngularSpeed biasY, com.irurueta.units.AngularSpeed biasZ, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.- Parameters:
measurements
- list of body kinematics measurements with standard deviations taken at different frames (positions, orientations and velocities).biasX
- known x coordinate of gyroscope bias.biasY
- known y coordinate of gyroscope bias.biasZ
- known z coordinate of gyroscope bias.method
- robust estimator method.- Returns:
- a robust gyroscope calibrator.
-
create
public static RobustKnownBiasAndFrameGyroscopeCalibrator create(com.irurueta.units.AngularSpeed biasX, com.irurueta.units.AngularSpeed biasY, com.irurueta.units.AngularSpeed biasZ, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.- Parameters:
biasX
- known x coordinate of gyroscope bias.biasY
- known y coordinate of gyroscope bias.biasZ
- known z coordinate of gyroscope bias.commonAxisUsed
- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.method
- robust estimator method.- Returns:
- a robust gyroscope calibrator.
-
create
public static RobustKnownBiasAndFrameGyroscopeCalibrator create(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.units.AngularSpeed biasX, com.irurueta.units.AngularSpeed biasY, com.irurueta.units.AngularSpeed biasZ, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.- Parameters:
measurements
- list of body kinematics measurements with standard deviations taken at different frames (positions, orientations and velocities).biasX
- known x coordinate of gyroscope bias.biasY
- known y coordinate of gyroscope bias.biasZ
- known z coordinate of gyroscope bias.commonAxisUsed
- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.method
- robust estimator method.- Returns:
- a robust gyroscope calibrator.
-
create
public static RobustKnownBiasAndFrameGyroscopeCalibrator create(double[] bias, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.- Parameters:
bias
- known gyroscope bias.method
- robust estimator method.- Returns:
- a robust gyroscope calibrator.
- Throws:
IllegalArgumentException
- if provided bias array does not have length 3.
-
create
public static RobustKnownBiasAndFrameGyroscopeCalibrator create(List<StandardDeviationFrameBodyKinematics> measurements, double[] bias, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.- Parameters:
measurements
- list of body kinematics measurements with standard deviations taken at different frames (positions, orientations and velocities).bias
- known gyroscope bias.method
- robust estimator method.- Returns:
- a robust gyroscope calibrator.
- Throws:
IllegalArgumentException
- if provided bias array does not have length 3.
-
create
public static RobustKnownBiasAndFrameGyroscopeCalibrator create(double[] bias, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.- Parameters:
bias
- known gyroscope bias.commonAxisUsed
- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.method
- robust estimator method.- Returns:
- a robust gyroscope calibrator.
- Throws:
IllegalArgumentException
- if provided bias array does not have length 3.
-
create
public static RobustKnownBiasAndFrameGyroscopeCalibrator create(List<StandardDeviationFrameBodyKinematics> measurements, double[] bias, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.- Parameters:
measurements
- list of body kinematics measurements with standard deviations taken at different frames (positions, orientations and velocities).bias
- known gyroscope bias.commonAxisUsed
- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.method
- robust estimator method.- Returns:
- a robust gyroscope calibrator.
- Throws:
IllegalArgumentException
- if provided bias array does not have length 3.
-
create
public static RobustKnownBiasAndFrameGyroscopeCalibrator create(com.irurueta.algebra.Matrix bias, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.- Parameters:
bias
- known gyroscope bias.method
- robust estimator method.- Returns:
- a robust gyroscope calibrator.
- Throws:
IllegalArgumentException
- if provided bias matrix is not 3x1.
-
create
public static RobustKnownBiasAndFrameGyroscopeCalibrator create(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.algebra.Matrix bias, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.- Parameters:
measurements
- list of body kinematics measurements with standard deviations taken at different frames (positions, orientations and velocities).bias
- known gyroscope bias.method
- robust estimator method.- Returns:
- a robust gyroscope calibrator.
- Throws:
IllegalArgumentException
- if provided bias matrix is not 3x1.
-
create
public static RobustKnownBiasAndFrameGyroscopeCalibrator create(com.irurueta.algebra.Matrix bias, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.- Parameters:
bias
- known gyroscope bias.commonAxisUsed
- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.method
- robust estimator method.- Returns:
- a robust gyroscope calibrator.
- Throws:
IllegalArgumentException
- if provided bias matrix is not 3x1.
-
create
public static RobustKnownBiasAndFrameGyroscopeCalibrator create(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.algebra.Matrix bias, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.- Parameters:
measurements
- list of body kinematics measurements with standard deviations taken at different frames (positions, orientations and velocities).bias
- known gyroscope bias.commonAxisUsed
- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.method
- robust estimator method.- Returns:
- a robust gyroscope calibrator.
- Throws:
IllegalArgumentException
- if provided bias matrix is not 3x1.
-
create
public static RobustKnownBiasAndFrameGyroscopeCalibrator create(double[] qualityScores, List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope 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 gyroscope calibrator.
- Throws:
IllegalArgumentException
- if provided quality scores length is smaller than 6 samples.
-
create
public static RobustKnownBiasAndFrameGyroscopeCalibrator create(double[] qualityScores, List<StandardDeviationFrameBodyKinematics> measurements, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope 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 gyroscope calibrator.
- Throws:
IllegalArgumentException
- if provided quality scores length is smaller than 6 samples.
-
create
public static RobustKnownBiasAndFrameGyroscopeCalibrator create(double[] qualityScores, double biasX, double biasY, double biasZ, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope 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 gyroscope bias expressed in radians per second (rad/s).biasY
- known y coordinate of gyroscope bias expressed in radians per second (rad/s).biasZ
- known z coordinate of gyroscope bias expressed in radians per second (rad/s).method
- robust estimator method.- Returns:
- a robust gyroscope calibrator.
- Throws:
IllegalArgumentException
- if provided quality scores length is smaller than 6 samples.
-
create
public static RobustKnownBiasAndFrameGyroscopeCalibrator create(double[] qualityScores, List<StandardDeviationFrameBodyKinematics> measurements, double biasX, double biasY, double biasZ, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope 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 gyroscope bias expressed in radians per second (rad/s).biasY
- known y coordinate of gyroscope bias expressed in radians per second (rad/s).biasZ
- known z coordinate of gyroscope bias expressed in radians per second (rad/s).method
- robust estimator method.- Returns:
- a robust gyroscope calibrator.
- Throws:
IllegalArgumentException
- if provided quality scores length is smaller than 6 samples.
-
create
public static RobustKnownBiasAndFrameGyroscopeCalibrator create(double[] qualityScores, double biasX, double biasY, double biasZ, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope 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 gyroscope bias expressed in radians per second (rad/s).biasY
- known y coordinate of gyroscope bias expressed in radians per second (rad/s).biasZ
- known z coordinate of gyroscope bias expressed in radians per second (rad/s).commonAxisUsed
- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.method
- robust estimator method.- Returns:
- a robust gyroscope calibrator.
- Throws:
IllegalArgumentException
- if provided quality scores length is smaller than 6 samples.
-
create
public static RobustKnownBiasAndFrameGyroscopeCalibrator create(double[] qualityScores, List<StandardDeviationFrameBodyKinematics> measurements, double biasX, double biasY, double biasZ, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope 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 gyroscope bias expressed in radians per second (rad/s).biasY
- known y coordinate of gyroscope bias expressed in radians per second (rad/s).biasZ
- known z coordinate of gyroscope bias expressed in radians per second (rad/s).commonAxisUsed
- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.method
- robust estimator method.- Returns:
- a robust gyroscope calibrator.
- Throws:
IllegalArgumentException
- if provided quality scores length is smaller than 6 samples.
-
create
public static RobustKnownBiasAndFrameGyroscopeCalibrator create(double[] qualityScores, com.irurueta.units.AngularSpeed biasX, com.irurueta.units.AngularSpeed biasY, com.irurueta.units.AngularSpeed biasZ, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope 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 gyroscope bias.biasY
- known y coordinate of gyroscope bias.biasZ
- known z coordinate of gyroscope bias.method
- robust estimator method.- Returns:
- a robust gyroscope calibrator.
- Throws:
IllegalArgumentException
- if provided quality scores length is smaller than 6 samples.
-
create
public static RobustKnownBiasAndFrameGyroscopeCalibrator create(double[] qualityScores, List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.units.AngularSpeed biasX, com.irurueta.units.AngularSpeed biasY, com.irurueta.units.AngularSpeed biasZ, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope 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 gyroscope bias.biasY
- known y coordinate of gyroscope bias.biasZ
- known z coordinate of gyroscope bias.method
- robust estimator method.- Returns:
- a robust gyroscope calibrator.
- Throws:
IllegalArgumentException
- if provided quality scores length is smaller than 6 samples.
-
create
public static RobustKnownBiasAndFrameGyroscopeCalibrator create(double[] qualityScores, com.irurueta.units.AngularSpeed biasX, com.irurueta.units.AngularSpeed biasY, com.irurueta.units.AngularSpeed biasZ, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope 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 gyroscope bias.biasY
- known y coordinate of gyroscope bias.biasZ
- known z coordinate of gyroscope bias.commonAxisUsed
- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.method
- robust estimator method.- Returns:
- a robust gyroscope calibrator.
- Throws:
IllegalArgumentException
- if provided quality scores length is smaller than 6 samples.
-
create
public static RobustKnownBiasAndFrameGyroscopeCalibrator create(double[] qualityScores, List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.units.AngularSpeed biasX, com.irurueta.units.AngularSpeed biasY, com.irurueta.units.AngularSpeed biasZ, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope 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 gyroscope bias.biasY
- known y coordinate of gyroscope bias.biasZ
- known z coordinate of gyroscope bias.commonAxisUsed
- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.method
- robust estimator method.- Returns:
- a robust gyroscope calibrator.
- Throws:
IllegalArgumentException
- if provided quality scores length is smaller than 6 samples.
-
create
public static RobustKnownBiasAndFrameGyroscopeCalibrator create(double[] qualityScores, double[] bias, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.- Parameters:
qualityScores
- quality scores corresponding to each provided measurement. The larger the score value the better the quality of the sample.bias
- known gyroscope bias.method
- robust estimator method.- Returns:
- a robust gyroscope calibrator.
- Throws:
IllegalArgumentException
- if provided bias array does not have length 3 or if provided quality scores length is smaller than 6 samples.
-
create
public static RobustKnownBiasAndFrameGyroscopeCalibrator create(double[] qualityScores, List<StandardDeviationFrameBodyKinematics> measurements, double[] bias, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope 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 gyroscope bias.method
- robust estimator method.- Returns:
- a robust gyroscope calibrator.
- Throws:
IllegalArgumentException
- if provided bias array does not have length 3 or if provided quality scores length is smaller than 6 samples.
-
create
public static RobustKnownBiasAndFrameGyroscopeCalibrator create(double[] qualityScores, double[] bias, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.- Parameters:
qualityScores
- quality scores corresponding to each provided measurement. The larger the score value the better the quality of the sample.bias
- known gyroscope bias.commonAxisUsed
- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.method
- robust estimator method.- Returns:
- a robust gyroscope calibrator.
- Throws:
IllegalArgumentException
- if provided bias array does not have length 3 or if provided quality scores length is smaller than 6 samples.
-
create
public static RobustKnownBiasAndFrameGyroscopeCalibrator create(double[] qualityScores, List<StandardDeviationFrameBodyKinematics> measurements, double[] bias, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope 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 gyroscope bias.commonAxisUsed
- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.method
- robust estimator method.- Returns:
- a robust gyroscope calibrator.
- Throws:
IllegalArgumentException
- if provided bias array does not have length 3 or if provided quality scores length is smaller than 6 samples.
-
create
public static RobustKnownBiasAndFrameGyroscopeCalibrator create(double[] qualityScores, com.irurueta.algebra.Matrix bias, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.- Parameters:
qualityScores
- quality scores corresponding to each provided measurement. The larger the score value the better the quality of the sample.bias
- known gyroscope bias.method
- robust estimator method.- Returns:
- a robust gyroscope calibrator.
- Throws:
IllegalArgumentException
- if provided bias matrix is not 3x1 or if provided quality scores length is smaller than 6 samples.
-
create
public static RobustKnownBiasAndFrameGyroscopeCalibrator create(double[] qualityScores, List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.algebra.Matrix bias, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope 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 gyroscope bias.method
- robust estimator method.- Returns:
- a robust gyroscope calibrator.
- Throws:
IllegalArgumentException
- if provided bias matrix is not 3x1 or if provided quality scores length is smaller than 6 samples.
-
create
public static RobustKnownBiasAndFrameGyroscopeCalibrator create(double[] qualityScores, com.irurueta.algebra.Matrix bias, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope calibrator.- Parameters:
qualityScores
- quality scores corresponding to each provided measurement. The larger the score value the better the quality of the sample.bias
- known gyroscope bias.commonAxisUsed
- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.method
- robust estimator method.- Returns:
- a robust gyroscope calibrator.
- Throws:
IllegalArgumentException
- if provided bias matrix is not 3x1 or if provided quality scores length is smaller than 6 samples.
-
create
public static RobustKnownBiasAndFrameGyroscopeCalibrator create(double[] qualityScores, List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.algebra.Matrix bias, boolean commonAxisUsed, com.irurueta.numerical.robust.RobustEstimatorMethod method) Creates a robust gyroscope 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 gyroscope bias.commonAxisUsed
- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.method
- robust estimator method.- Returns:
- a robust gyroscope calibrator.
- Throws:
IllegalArgumentException
- if provided bias matrix is not 3x1 or if provided quality scores length is smaller than 6 samples.
-
create
Creates a robust gyroscope calibrator using default robust estimator method.- Returns:
- a robust gyroscope calibrator.
-
create
public static RobustKnownBiasAndFrameGyroscopeCalibrator create(List<StandardDeviationFrameBodyKinematics> measurements) Creates a robust gyroscope calibrator using default robust estimator method.- Parameters:
measurements
- list of body kinematics measurements with standard deviations taken at different frames (positions, orientations and velocities).- Returns:
- a robust gyroscope calibrator.
-
create
Creates a robust gyroscope calibrator using default robust estimator method.- Parameters:
commonAxisUsed
- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.- Returns:
- a robust gyroscope calibrator.
-
create
public static RobustKnownBiasAndFrameGyroscopeCalibrator create(List<StandardDeviationFrameBodyKinematics> measurements, boolean commonAxisUsed) Creates a robust gyroscope calibrator using default robust estimator 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 gyroscope calibrator.
-
create
public static RobustKnownBiasAndFrameGyroscopeCalibrator create(double biasX, double biasY, double biasZ) Creates a robust gyroscope calibrator using default robust estimator method.- Parameters:
biasX
- known x coordinate of gyroscope bias expressed in radians per second (rad/s).biasY
- known y coordinate of gyroscope bias expressed in radians per second (rad/s).biasZ
- known z coordinate of gyroscope bias expressed in radians per second (rad/s).- Returns:
- a robust gyroscope calibrator.
-
create
public static RobustKnownBiasAndFrameGyroscopeCalibrator create(List<StandardDeviationFrameBodyKinematics> measurements, double biasX, double biasY, double biasZ) Creates a robust gyroscope calibrator using default robust estimator method.- Parameters:
measurements
- list of body kinematics measurements with standard deviations taken at different frames (positions, orientations and velocities).biasX
- known x coordinate of gyroscope bias expressed in radians per second (rad/s).biasY
- known y coordinate of gyroscope bias expressed in radians per second (rad/s).biasZ
- known z coordinate of gyroscope bias expressed in radians per second (rad/s).- Returns:
- a robust gyroscope calibrator.
-
create
public static RobustKnownBiasAndFrameGyroscopeCalibrator create(double biasX, double biasY, double biasZ, boolean commonAxisUsed) Creates a robust gyroscope calibrator using default robust estimator method.- Parameters:
biasX
- known x coordinate of gyroscope bias expressed in radians per second (rad/s).biasY
- known y coordinate of gyroscope bias expressed in radians per second (rad/s).biasZ
- known z coordinate of gyroscope bias expressed in radians per second (rad/s).commonAxisUsed
- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.- Returns:
- a robust gyroscope calibrator.
-
create
public static RobustKnownBiasAndFrameGyroscopeCalibrator create(List<StandardDeviationFrameBodyKinematics> measurements, double biasX, double biasY, double biasZ, boolean commonAxisUsed) Creates a robust gyroscope calibrator using default robust estimator method.- Parameters:
measurements
- list of body kinematics measurements with standard deviations taken at different frames (positions, orientations and velocities).biasX
- known x coordinate of gyroscope bias expressed in radians per second (rad/s).biasY
- known y coordinate of gyroscope bias expressed in radians per second (rad/s).biasZ
- known z coordinate of gyroscope bias expressed in radians per second (rad/s).commonAxisUsed
- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.- Returns:
- a robust gyroscope calibrator.
-
create
public static RobustKnownBiasAndFrameGyroscopeCalibrator create(com.irurueta.units.AngularSpeed biasX, com.irurueta.units.AngularSpeed biasY, com.irurueta.units.AngularSpeed biasZ) Creates a robust gyroscope calibrator using default robust estimator method.- Parameters:
biasX
- known x coordinate of gyroscope bias.biasY
- known y coordinate of gyroscope bias.biasZ
- known z coordinate of gyroscope bias.- Returns:
- a robust gyroscope calibrator.
-
create
public static RobustKnownBiasAndFrameGyroscopeCalibrator create(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.units.AngularSpeed biasX, com.irurueta.units.AngularSpeed biasY, com.irurueta.units.AngularSpeed biasZ) Creates a robust gyroscope calibrator using default robust estimator method.- Parameters:
measurements
- list of body kinematics measurements with standard deviations taken at different frames (positions, orientations and velocities).biasX
- known x coordinate of gyroscope bias.biasY
- known y coordinate of gyroscope bias.biasZ
- known z coordinate of gyroscope bias.- Returns:
- a robust gyroscope calibrator.
-
create
public static RobustKnownBiasAndFrameGyroscopeCalibrator create(com.irurueta.units.AngularSpeed biasX, com.irurueta.units.AngularSpeed biasY, com.irurueta.units.AngularSpeed biasZ, boolean commonAxisUsed) Creates a robust gyroscope calibrator using default robust estimator method.- Parameters:
biasX
- known x coordinate of gyroscope bias.biasY
- known y coordinate of gyroscope bias.biasZ
- known z coordinate of gyroscope bias.commonAxisUsed
- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.- Returns:
- a robust gyroscope calibrator.
-
create
public static RobustKnownBiasAndFrameGyroscopeCalibrator create(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.units.AngularSpeed biasX, com.irurueta.units.AngularSpeed biasY, com.irurueta.units.AngularSpeed biasZ, boolean commonAxisUsed) Creates a robust gyroscope calibrator using default robust estimator method.- Parameters:
measurements
- list of body kinematics measurements with standard deviations taken at different frames (positions, orientations and velocities).biasX
- known x coordinate of gyroscope bias.biasY
- known y coordinate of gyroscope bias.biasZ
- known z coordinate of gyroscope bias.commonAxisUsed
- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.- Returns:
- a robust gyroscope calibrator.
-
create
Creates a robust gyroscope calibrator using default robust estimator method.- Parameters:
bias
- known gyroscope bias.- Returns:
- a robust gyroscope calibrator.
- Throws:
IllegalArgumentException
- if provided bias array does not have length 3.
-
create
public static RobustKnownBiasAndFrameGyroscopeCalibrator create(List<StandardDeviationFrameBodyKinematics> measurements, double[] bias) Creates a robust gyroscope calibrator using default robust estimator method.- Parameters:
measurements
- list of body kinematics measurements with standard deviations taken at different frames (positions, orientations and velocities).bias
- known gyroscope bias.- Returns:
- a robust gyroscope calibrator.
- Throws:
IllegalArgumentException
- if provided bias array does not have length 3.
-
create
public static RobustKnownBiasAndFrameGyroscopeCalibrator create(double[] bias, boolean commonAxisUsed) Creates a robust gyroscope calibrator using default robust estimator method.- Parameters:
bias
- known gyroscope bias.commonAxisUsed
- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.- Returns:
- a robust gyroscope calibrator.
- Throws:
IllegalArgumentException
- if provided bias array does not have length 3.
-
create
public static RobustKnownBiasAndFrameGyroscopeCalibrator create(List<StandardDeviationFrameBodyKinematics> measurements, double[] bias, boolean commonAxisUsed) Creates a robust gyroscope calibrator using default robust estimator method.- Parameters:
measurements
- list of body kinematics measurements with standard deviations taken at different frames (positions, orientations and velocities).bias
- known gyroscope bias.commonAxisUsed
- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.- Returns:
- a robust gyroscope calibrator.
- Throws:
IllegalArgumentException
- if provided bias array does not have length 3.
-
create
Creates a robust gyroscope calibrator using default robust estimator method.- Parameters:
bias
- known gyroscope bias.- Returns:
- a robust gyroscope calibrator.
- Throws:
IllegalArgumentException
- if provided bias matrix is not 3x1.
-
create
public static RobustKnownBiasAndFrameGyroscopeCalibrator create(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.algebra.Matrix bias) Creates a robust gyroscope calibrator using default robust estimator method.- Parameters:
measurements
- list of body kinematics measurements with standard deviations taken at different frames (positions, orientations and velocities).bias
- known gyroscope bias.- Returns:
- a robust gyroscope calibrator.
- Throws:
IllegalArgumentException
- if provided bias matrix is not 3x1.
-
create
public static RobustKnownBiasAndFrameGyroscopeCalibrator create(com.irurueta.algebra.Matrix bias, boolean commonAxisUsed) Creates a robust gyroscope calibrator using default robust estimator method.- Parameters:
bias
- known gyroscope bias.commonAxisUsed
- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.- Returns:
- a robust gyroscope calibrator.
- Throws:
IllegalArgumentException
- if provided bias matrix is not 3x1.
-
create
public static RobustKnownBiasAndFrameGyroscopeCalibrator create(List<StandardDeviationFrameBodyKinematics> measurements, com.irurueta.algebra.Matrix bias, boolean commonAxisUsed) Creates a robust gyroscope calibrator using default robust estimator method.- Parameters:
measurements
- list of body kinematics measurements with standard deviations taken at different frames (positions, orientations and velocities).bias
- known gyroscope bias.commonAxisUsed
- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.- Returns:
- a robust gyroscope calibrator.
- Throws:
IllegalArgumentException
- if provided bias matrix is not 3x1.
-
computePreliminarySolutions
protected void computePreliminarySolutions(int[] samplesIndices, List<RobustKnownBiasAndFrameGyroscopeCalibrator.PreliminaryResult> 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.
-
internalSetBiasCoordinates
private void internalSetBiasCoordinates(double biasX, double biasY, double biasZ) Internally sets bias coordinates.- Parameters:
biasX
- known x coordinate of gyroscope bias expressed in radians per second (rad/s).biasY
- known y coordinate of gyroscope bias expressed in radians per second (rad/s).biasZ
- known z coordinate of gyroscope bias expressed in radians per second (rad/s).
-
internalSetBiasCoordinates
private void internalSetBiasCoordinates(com.irurueta.units.AngularSpeed biasX, com.irurueta.units.AngularSpeed biasY, com.irurueta.units.AngularSpeed biasZ) Internally sets bias coordinates.- Parameters:
biasX
- known x coordinate of gyroscope bias.biasY
- known y coordinate of gyroscope bias.biasZ
- known z coordinate of gyroscope bias.
-
internalSetBias
private void internalSetBias(double[] bias) Internally sets known gyroscope bias as an array. Array values are expressed in radians per second (rad/s).- Parameters:
bias
- known gyroscope bias.- Throws:
IllegalArgumentException
- if provided array does not have length 3.
-
internalSetBias
private void internalSetBias(com.irurueta.algebra.Matrix bias) Internally sets known gyroscope bias as a column matrix. Matrix values are expressed in radians per second (rad/s).- Parameters:
bias
- gyroscope bias to be set.- Throws:
IllegalArgumentException
- if provided matrix is not 3x1.
-
convertAngularSpeed
private static double convertAngularSpeed(double value, com.irurueta.units.AngularSpeedUnit unit) Converts angular speed instance to radians per second (rad/s).- Parameters:
value
- angular speed value.unit
- unit of angular speed value.- Returns:
- converted value.
-
convertAngularSpeed
private static double convertAngularSpeed(com.irurueta.units.AngularSpeed angularSpeed) Converts angular speed instance to radians per second (rad/s).- Parameters:
angularSpeed
- angular speed instance to be converted.- Returns:
- converted value.
-