Class MSACRobustKnownPositionAccelerometerCalibrator
java.lang.Object
com.irurueta.navigation.inertial.calibration.accelerometer.RobustKnownPositionAccelerometerCalibrator
com.irurueta.navigation.inertial.calibration.accelerometer.MSACRobustKnownPositionAccelerometerCalibrator
- All Implemented Interfaces:
AccelerometerCalibrator
,AccelerometerNonLinearCalibrator
,OrderedStandardDeviationBodyKinematicsAccelerometerCalibrator
,QualityScoredAccelerometerCalibrator
,UnknownBiasAccelerometerCalibrator
,UnknownBiasNonLinearAccelerometerCalibrator
,AccelerometerBiasUncertaintySource
,AccelerometerCalibrationSource
public class MSACRobustKnownPositionAccelerometerCalibrator
extends RobustKnownPositionAccelerometerCalibrator
Robustly estimates accelerometer biases, cross couplings and scaling factors
using a MSAC algorithm to discard outliers.
To use this calibrator at least 10 measurements taken at a single known position must be taken at 10 different unknown orientations and zero velocity when common z-axis is assumed, otherwise at least 13 measurements are required.
Measured specific force is assumed to follow the model shown below:
fmeas = ba + (I + Ma) * ftrue + wWhere: - fmeas is the measured specific force. This is a 3x1 vector. - ba is accelerometer bias. Ideally, on a perfect accelerometer, this should be a 3x1 zero vector. - I is the 3x3 identity matrix. - Ma is the 3x3 matrix containing cross-couplings and scaling factors. Ideally, on a perfect accelerometer, this should be a 3x3 zero matrix. - ftrue is ground-truth specific force. - w is measurement noise.
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Nested Class Summary
Nested classes/interfaces inherited from class com.irurueta.navigation.inertial.calibration.accelerometer.RobustKnownPositionAccelerometerCalibrator
RobustKnownPositionAccelerometerCalibrator.PreliminaryResult
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Field Summary
FieldsModifier and TypeFieldDescriptionstatic final double
Constant defining default threshold to determine whether samples are inliers or not.static final double
Minimum value that can be set as threshold.private double
Threshold to determine whether samples are inliers or not when testing possible estimation solutions.Fields inherited from class com.irurueta.navigation.inertial.calibration.accelerometer.RobustKnownPositionAccelerometerCalibrator
confidence, DEFAULT_CONFIDENCE, DEFAULT_KEEP_COVARIANCE, DEFAULT_MAX_ITERATIONS, DEFAULT_PROGRESS_DELTA, DEFAULT_REFINE_RESULT, DEFAULT_ROBUST_METHOD, DEFAULT_USE_COMMON_Z_AXIS, gravityNorm, identity, inliersData, listener, MAX_CONFIDENCE, MAX_PROGRESS_DELTA, maxIterations, measurements, MIN_CONFIDENCE, MIN_ITERATIONS, MIN_PROGRESS_DELTA, MINIMUM_MEASUREMENTS_COMMON_Z_AXIS, MINIMUM_MEASUREMENTS_GENERAL, preliminarySubsetSize, progressDelta, refineResult, running, tmp1, tmp2, tmp3, tmp4
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Constructor Summary
ConstructorsConstructorDescriptionConstructor.MSACRobustKnownPositionAccelerometerCalibrator
(boolean commonAxisUsed) Constructor.MSACRobustKnownPositionAccelerometerCalibrator
(double[] initialBias) Constructor.MSACRobustKnownPositionAccelerometerCalibrator
(com.irurueta.algebra.Matrix initialBias) Constructor.MSACRobustKnownPositionAccelerometerCalibrator
(com.irurueta.algebra.Matrix initialBias, com.irurueta.algebra.Matrix initialMa) Constructor.MSACRobustKnownPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.ECEFPosition position) Constructor.MSACRobustKnownPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.ECEFPosition position, List<StandardDeviationBodyKinematics> measurements) Constructor.MSACRobustKnownPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.ECEFPosition position, List<StandardDeviationBodyKinematics> measurements, boolean commonAxisUsed) Constructor.MSACRobustKnownPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.ECEFPosition position, List<StandardDeviationBodyKinematics> measurements, boolean commonAxisUsed, double[] initialBias) Constructor.MSACRobustKnownPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.ECEFPosition position, List<StandardDeviationBodyKinematics> measurements, boolean commonAxisUsed, double[] initialBias, RobustKnownPositionAccelerometerCalibratorListener listener) Constructor.MSACRobustKnownPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.ECEFPosition position, List<StandardDeviationBodyKinematics> measurements, boolean commonAxisUsed, com.irurueta.algebra.Matrix initialBias) Constructor.MSACRobustKnownPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.ECEFPosition position, List<StandardDeviationBodyKinematics> measurements, boolean commonAxisUsed, com.irurueta.algebra.Matrix initialBias, com.irurueta.algebra.Matrix initialMa) Constructor.MSACRobustKnownPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.ECEFPosition position, List<StandardDeviationBodyKinematics> measurements, boolean commonAxisUsed, com.irurueta.algebra.Matrix initialBias, com.irurueta.algebra.Matrix initialMa, RobustKnownPositionAccelerometerCalibratorListener listener) Constructor.MSACRobustKnownPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.ECEFPosition position, List<StandardDeviationBodyKinematics> measurements, boolean commonAxisUsed, com.irurueta.algebra.Matrix initialBias, RobustKnownPositionAccelerometerCalibratorListener listener) Constructor.MSACRobustKnownPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.ECEFPosition position, List<StandardDeviationBodyKinematics> measurements, boolean commonAxisUsed, RobustKnownPositionAccelerometerCalibratorListener listener) Constructor.MSACRobustKnownPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.ECEFPosition position, List<StandardDeviationBodyKinematics> measurements, double[] initialBias) Constructor.MSACRobustKnownPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.ECEFPosition position, List<StandardDeviationBodyKinematics> measurements, double[] initialBias, RobustKnownPositionAccelerometerCalibratorListener listener) Constructor.MSACRobustKnownPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.ECEFPosition position, List<StandardDeviationBodyKinematics> measurements, com.irurueta.algebra.Matrix initialBias) Constructor.MSACRobustKnownPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.ECEFPosition position, List<StandardDeviationBodyKinematics> measurements, com.irurueta.algebra.Matrix initialBias, com.irurueta.algebra.Matrix initialMa) Constructor.MSACRobustKnownPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.ECEFPosition position, List<StandardDeviationBodyKinematics> measurements, com.irurueta.algebra.Matrix initialBias, com.irurueta.algebra.Matrix initialMa, RobustKnownPositionAccelerometerCalibratorListener listener) Constructor.MSACRobustKnownPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.ECEFPosition position, List<StandardDeviationBodyKinematics> measurements, com.irurueta.algebra.Matrix initialBias, RobustKnownPositionAccelerometerCalibratorListener listener) Constructor.MSACRobustKnownPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.ECEFPosition position, List<StandardDeviationBodyKinematics> measurements, RobustKnownPositionAccelerometerCalibratorListener listener) Constructor.MSACRobustKnownPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.NEDPosition position) Constructor.MSACRobustKnownPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.NEDPosition position, List<StandardDeviationBodyKinematics> measurements) Constructor.MSACRobustKnownPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.NEDPosition position, List<StandardDeviationBodyKinematics> measurements, boolean commonAxisUsed) Constructor.MSACRobustKnownPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.NEDPosition position, List<StandardDeviationBodyKinematics> measurements, boolean commonAxisUsed, double[] initialBias) Constructor.MSACRobustKnownPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.NEDPosition position, List<StandardDeviationBodyKinematics> measurements, boolean commonAxisUsed, double[] initialBias, RobustKnownPositionAccelerometerCalibratorListener listener) Constructor.MSACRobustKnownPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.NEDPosition position, List<StandardDeviationBodyKinematics> measurements, boolean commonAxisUsed, com.irurueta.algebra.Matrix initialBias) Constructor.MSACRobustKnownPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.NEDPosition position, List<StandardDeviationBodyKinematics> measurements, boolean commonAxisUsed, com.irurueta.algebra.Matrix initialBias, com.irurueta.algebra.Matrix initialMa) Constructor.MSACRobustKnownPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.NEDPosition position, List<StandardDeviationBodyKinematics> measurements, boolean commonAxisUsed, com.irurueta.algebra.Matrix initialBias, com.irurueta.algebra.Matrix initialMa, RobustKnownPositionAccelerometerCalibratorListener listener) Constructor.MSACRobustKnownPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.NEDPosition position, List<StandardDeviationBodyKinematics> measurements, boolean commonAxisUsed, com.irurueta.algebra.Matrix initialBias, RobustKnownPositionAccelerometerCalibratorListener listener) Constructor.MSACRobustKnownPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.NEDPosition position, List<StandardDeviationBodyKinematics> measurements, boolean commonAxisUsed, RobustKnownPositionAccelerometerCalibratorListener listener) Constructor.MSACRobustKnownPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.NEDPosition position, List<StandardDeviationBodyKinematics> measurements, double[] initialBias) Constructor.MSACRobustKnownPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.NEDPosition position, List<StandardDeviationBodyKinematics> measurements, double[] initialBias, RobustKnownPositionAccelerometerCalibratorListener listener) Constructor.MSACRobustKnownPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.NEDPosition position, List<StandardDeviationBodyKinematics> measurements, com.irurueta.algebra.Matrix initialBias) Constructor.MSACRobustKnownPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.NEDPosition position, List<StandardDeviationBodyKinematics> measurements, com.irurueta.algebra.Matrix initialBias, com.irurueta.algebra.Matrix initialMa) Constructor.MSACRobustKnownPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.NEDPosition position, List<StandardDeviationBodyKinematics> measurements, com.irurueta.algebra.Matrix initialBias, com.irurueta.algebra.Matrix initialMa, RobustKnownPositionAccelerometerCalibratorListener listener) Constructor.MSACRobustKnownPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.NEDPosition position, List<StandardDeviationBodyKinematics> measurements, com.irurueta.algebra.Matrix initialBias, RobustKnownPositionAccelerometerCalibratorListener listener) Constructor.MSACRobustKnownPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.NEDPosition position, List<StandardDeviationBodyKinematics> measurements, RobustKnownPositionAccelerometerCalibratorListener listener) Constructor.MSACRobustKnownPositionAccelerometerCalibrator
(RobustKnownPositionAccelerometerCalibratorListener listener) Constructor.Constructor. -
Method Summary
Modifier and TypeMethodDescriptionvoid
Estimates accelerometer calibration parameters containing bias, scale factors and cross-coupling errors.com.irurueta.numerical.robust.RobustEstimatorMethod
Returns method being used for robust estimation.double
Returns threshold to determine whether samples are inliers or not.boolean
Indicates whether this calibrator requires quality scores for each measurement or not.void
setThreshold
(double threshold) Sets threshold to determine whether samples are inliers or not.Methods inherited from class com.irurueta.navigation.inertial.calibration.accelerometer.RobustKnownPositionAccelerometerCalibrator
attemptRefine, computeError, computeGravityNorm, computePreliminarySolutions, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, create, getConfidence, getEcefPosition, getEstimatedBiasAsTriad, getEstimatedBiasAsTriad, getEstimatedBiases, getEstimatedBiases, getEstimatedBiasesAsMatrix, getEstimatedBiasesAsMatrix, getEstimatedBiasFx, getEstimatedBiasFxAsAcceleration, getEstimatedBiasFxAsAcceleration, getEstimatedBiasFxStandardDeviation, getEstimatedBiasFxStandardDeviationAsAcceleration, getEstimatedBiasFxStandardDeviationAsAcceleration, getEstimatedBiasFxVariance, getEstimatedBiasFy, getEstimatedBiasFyAsAcceleration, getEstimatedBiasFyAsAcceleration, getEstimatedBiasFyStandardDeviation, getEstimatedBiasFyStandardDeviationAsAcceleration, getEstimatedBiasFyStandardDeviationAsAcceleration, getEstimatedBiasFyVariance, getEstimatedBiasFz, getEstimatedBiasFzAsAcceleration, getEstimatedBiasFzAsAcceleration, getEstimatedBiasFzStandardDeviation, getEstimatedBiasFzStandardDeviationAsAcceleration, getEstimatedBiasFzStandardDeviationAsAcceleration, getEstimatedBiasFzVariance, getEstimatedBiasStandardDeviation, getEstimatedBiasStandardDeviation, getEstimatedBiasStandardDeviationAverage, getEstimatedBiasStandardDeviationAverageAsAcceleration, getEstimatedBiasStandardDeviationAverageAsAcceleration, getEstimatedBiasStandardDeviationNorm, getEstimatedBiasStandardDeviationNormAsAcceleration, getEstimatedBiasStandardDeviationNormAsAcceleration, getEstimatedChiSq, getEstimatedCovariance, getEstimatedMa, getEstimatedMse, getEstimatedMxy, getEstimatedMxz, getEstimatedMyx, getEstimatedMyz, getEstimatedMzx, getEstimatedMzy, getEstimatedSx, getEstimatedSy, getEstimatedSz, getInitialBias, getInitialBias, getInitialBiasAsMatrix, getInitialBiasAsMatrix, getInitialBiasAsTriad, getInitialBiasAsTriad, getInitialBiasX, getInitialBiasXAsAcceleration, getInitialBiasXAsAcceleration, getInitialBiasY, getInitialBiasYAsAcceleration, getInitialBiasYAsAcceleration, getInitialBiasZ, getInitialBiasZAsAcceleration, getInitialBiasZAsAcceleration, getInitialMa, getInitialMa, getInitialMxy, getInitialMxz, getInitialMyx, getInitialMyz, getInitialMzx, getInitialMzy, getInitialSx, getInitialSy, getInitialSz, getInliersData, getListener, getMaxIterations, getMeasurements, getMeasurementType, getMinimumRequiredMeasurements, getNedPosition, getNedPosition, getPreliminarySubsetSize, getProgressDelta, getQualityScores, isCommonAxisUsed, isCovarianceKept, isOrderedMeasurementsRequired, isReady, isResultRefined, isRunning, setCommonAxisUsed, setConfidence, setCovarianceKept, setInitialBias, setInitialBias, setInitialBias, setInitialBias, setInitialBias, setInitialBiasX, setInitialBiasX, setInitialBiasY, setInitialBiasY, setInitialBiasZ, setInitialBiasZ, setInitialCrossCouplingErrors, setInitialMa, setInitialMxy, setInitialMxz, setInitialMyx, setInitialMyz, setInitialMzx, setInitialMzy, setInitialScalingFactors, setInitialScalingFactorsAndCrossCouplingErrors, setInitialSx, setInitialSy, setInitialSz, setListener, setMaxIterations, setMeasurements, setPosition, setPosition, setPreliminarySubsetSize, setProgressDelta, setQualityScores, setResultRefined
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Field Details
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DEFAULT_THRESHOLD
public static final double DEFAULT_THRESHOLDConstant defining default threshold to determine whether samples are inliers or not.- See Also:
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MIN_THRESHOLD
public static final double MIN_THRESHOLDMinimum value that can be set as threshold. Threshold must be strictly greater than 0.0.- See Also:
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threshold
private double thresholdThreshold to determine whether samples are inliers or not when testing possible estimation solutions.
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Constructor Details
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MSACRobustKnownPositionAccelerometerCalibrator
public MSACRobustKnownPositionAccelerometerCalibrator()Constructor. -
MSACRobustKnownPositionAccelerometerCalibrator
public MSACRobustKnownPositionAccelerometerCalibrator(List<StandardDeviationBodyKinematics> measurements) Constructor.- Parameters:
measurements
- list of body kinematics measurements taken at a given position with different unknown orientations and containing the standard deviations of accelerometer and gyroscope measurements.
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MSACRobustKnownPositionAccelerometerCalibrator
public MSACRobustKnownPositionAccelerometerCalibrator(boolean commonAxisUsed) Constructor.- Parameters:
commonAxisUsed
- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.
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MSACRobustKnownPositionAccelerometerCalibrator
public MSACRobustKnownPositionAccelerometerCalibrator(double[] initialBias) Constructor.- Parameters:
initialBias
- initial accelerometer bias to be used to find a solution. This must have length 3 and is expressed in meters per squared second (m/s^2).- Throws:
IllegalArgumentException
- if provided bias array does not have length 3.
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MSACRobustKnownPositionAccelerometerCalibrator
public MSACRobustKnownPositionAccelerometerCalibrator(com.irurueta.algebra.Matrix initialBias) Constructor.- Parameters:
initialBias
- initial bias to find a solution.- Throws:
IllegalArgumentException
- if provided bias matrix is not 3x1.
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MSACRobustKnownPositionAccelerometerCalibrator
public MSACRobustKnownPositionAccelerometerCalibrator(com.irurueta.algebra.Matrix initialBias, com.irurueta.algebra.Matrix initialMa) Constructor.- Parameters:
initialBias
- initial bias to find a solution.initialMa
- initial scale factors and cross coupling errors matrix.- Throws:
IllegalArgumentException
- if either provided bias matrix is not 3x1 or scaling and coupling error matrix is not 3x3.
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Method Details
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getThreshold
public double getThreshold()Returns threshold to determine whether samples are inliers or not.- Returns:
- threshold to determine whether samples are inliers or not.
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setThreshold
public void setThreshold(double threshold) throws com.irurueta.navigation.LockedException Sets threshold to determine whether samples are inliers or not.- Parameters:
threshold
- threshold to be set.- Throws:
IllegalArgumentException
- if provided value is equal or less than zero.com.irurueta.navigation.LockedException
- if calibrator is currently running.
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calibrate
public void calibrate() throws com.irurueta.navigation.LockedException, com.irurueta.navigation.NotReadyException, CalibrationExceptionEstimates accelerometer calibration parameters containing bias, scale factors and cross-coupling errors.- Throws:
com.irurueta.navigation.LockedException
- if calibrator is currently running.com.irurueta.navigation.NotReadyException
- if calibrator is not ready.CalibrationException
- if estimation fails for numerical reasons.
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getMethod
public com.irurueta.numerical.robust.RobustEstimatorMethod getMethod()Returns method being used for robust estimation.- Specified by:
getMethod
in classRobustKnownPositionAccelerometerCalibrator
- Returns:
- method being used for robust estimation.
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isQualityScoresRequired
public boolean isQualityScoresRequired()Indicates whether this calibrator requires quality scores for each measurement or not.- Returns:
- true if quality scores are required, false otherwise.
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