Class MSACRobustKnownBiasAndPositionAccelerometerCalibrator
java.lang.Object
com.irurueta.navigation.inertial.calibration.accelerometer.RobustKnownBiasAndPositionAccelerometerCalibrator
com.irurueta.navigation.inertial.calibration.accelerometer.MSACRobustKnownBiasAndPositionAccelerometerCalibrator
- All Implemented Interfaces:
AccelerometerCalibrator
,AccelerometerNonLinearCalibrator
,KnownBiasAccelerometerCalibrator
,OrderedStandardDeviationBodyKinematicsAccelerometerCalibrator
,QualityScoredAccelerometerCalibrator
public class MSACRobustKnownBiasAndPositionAccelerometerCalibrator
extends RobustKnownBiasAndPositionAccelerometerCalibrator
Robustly estimates accelerometer 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.RobustKnownBiasAndPositionAccelerometerCalibrator
RobustKnownBiasAndPositionAccelerometerCalibrator.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.RobustKnownBiasAndPositionAccelerometerCalibrator
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.MSACRobustKnownBiasAndPositionAccelerometerCalibrator
(boolean commonAxisUsed) Constructor.MSACRobustKnownBiasAndPositionAccelerometerCalibrator
(double[] bias) Constructor.MSACRobustKnownBiasAndPositionAccelerometerCalibrator
(com.irurueta.algebra.Matrix bias) Constructor.MSACRobustKnownBiasAndPositionAccelerometerCalibrator
(com.irurueta.algebra.Matrix bias, com.irurueta.algebra.Matrix initialMa) Constructor.MSACRobustKnownBiasAndPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.ECEFPosition position) Constructor.MSACRobustKnownBiasAndPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.ECEFPosition position, List<StandardDeviationBodyKinematics> measurements) Constructor.MSACRobustKnownBiasAndPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.ECEFPosition position, List<StandardDeviationBodyKinematics> measurements, boolean commonAxisUsed) Constructor.MSACRobustKnownBiasAndPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.ECEFPosition position, List<StandardDeviationBodyKinematics> measurements, boolean commonAxisUsed, double[] bias) Constructor.MSACRobustKnownBiasAndPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.ECEFPosition position, List<StandardDeviationBodyKinematics> measurements, boolean commonAxisUsed, double[] initialBias, RobustKnownBiasAndPositionAccelerometerCalibratorListener listener) Constructor.MSACRobustKnownBiasAndPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.ECEFPosition position, List<StandardDeviationBodyKinematics> measurements, boolean commonAxisUsed, com.irurueta.algebra.Matrix bias) Constructor.MSACRobustKnownBiasAndPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.ECEFPosition position, List<StandardDeviationBodyKinematics> measurements, boolean commonAxisUsed, com.irurueta.algebra.Matrix bias, com.irurueta.algebra.Matrix initialMa) Constructor.MSACRobustKnownBiasAndPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.ECEFPosition position, List<StandardDeviationBodyKinematics> measurements, boolean commonAxisUsed, com.irurueta.algebra.Matrix bias, com.irurueta.algebra.Matrix initialMa, RobustKnownBiasAndPositionAccelerometerCalibratorListener listener) Constructor.MSACRobustKnownBiasAndPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.ECEFPosition position, List<StandardDeviationBodyKinematics> measurements, boolean commonAxisUsed, com.irurueta.algebra.Matrix bias, RobustKnownBiasAndPositionAccelerometerCalibratorListener listener) Constructor.MSACRobustKnownBiasAndPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.ECEFPosition position, List<StandardDeviationBodyKinematics> measurements, boolean commonAxisUsed, RobustKnownBiasAndPositionAccelerometerCalibratorListener listener) Constructor.MSACRobustKnownBiasAndPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.ECEFPosition position, List<StandardDeviationBodyKinematics> measurements, double[] bias) Constructor.MSACRobustKnownBiasAndPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.ECEFPosition position, List<StandardDeviationBodyKinematics> measurements, double[] bias, RobustKnownBiasAndPositionAccelerometerCalibratorListener listener) Constructor.MSACRobustKnownBiasAndPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.ECEFPosition position, List<StandardDeviationBodyKinematics> measurements, com.irurueta.algebra.Matrix bias) Constructor.MSACRobustKnownBiasAndPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.ECEFPosition position, List<StandardDeviationBodyKinematics> measurements, com.irurueta.algebra.Matrix bias, com.irurueta.algebra.Matrix initialMa) Constructor.MSACRobustKnownBiasAndPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.ECEFPosition position, List<StandardDeviationBodyKinematics> measurements, com.irurueta.algebra.Matrix bias, com.irurueta.algebra.Matrix initialMa, RobustKnownBiasAndPositionAccelerometerCalibratorListener listener) Constructor.MSACRobustKnownBiasAndPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.ECEFPosition position, List<StandardDeviationBodyKinematics> measurements, com.irurueta.algebra.Matrix bias, RobustKnownBiasAndPositionAccelerometerCalibratorListener listener) Constructor.MSACRobustKnownBiasAndPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.ECEFPosition position, List<StandardDeviationBodyKinematics> measurements, RobustKnownBiasAndPositionAccelerometerCalibratorListener listener) Constructor.MSACRobustKnownBiasAndPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.NEDPosition position) Constructor.MSACRobustKnownBiasAndPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.NEDPosition position, List<StandardDeviationBodyKinematics> measurements) Constructor.MSACRobustKnownBiasAndPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.NEDPosition position, List<StandardDeviationBodyKinematics> measurements, boolean commonAxisUsed) Constructor.MSACRobustKnownBiasAndPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.NEDPosition position, List<StandardDeviationBodyKinematics> measurements, boolean commonAxisUsed, double[] bias) Constructor.MSACRobustKnownBiasAndPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.NEDPosition position, List<StandardDeviationBodyKinematics> measurements, boolean commonAxisUsed, double[] bias, RobustKnownBiasAndPositionAccelerometerCalibratorListener listener) Constructor.MSACRobustKnownBiasAndPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.NEDPosition position, List<StandardDeviationBodyKinematics> measurements, boolean commonAxisUsed, com.irurueta.algebra.Matrix bias) Constructor.MSACRobustKnownBiasAndPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.NEDPosition position, List<StandardDeviationBodyKinematics> measurements, boolean commonAxisUsed, com.irurueta.algebra.Matrix bias, com.irurueta.algebra.Matrix initialMa) Constructor.MSACRobustKnownBiasAndPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.NEDPosition position, List<StandardDeviationBodyKinematics> measurements, boolean commonAxisUsed, com.irurueta.algebra.Matrix bias, com.irurueta.algebra.Matrix initialMa, RobustKnownBiasAndPositionAccelerometerCalibratorListener listener) Constructor.MSACRobustKnownBiasAndPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.NEDPosition position, List<StandardDeviationBodyKinematics> measurements, boolean commonAxisUsed, com.irurueta.algebra.Matrix bias, RobustKnownBiasAndPositionAccelerometerCalibratorListener listener) Constructor.MSACRobustKnownBiasAndPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.NEDPosition position, List<StandardDeviationBodyKinematics> measurements, boolean commonAxisUsed, RobustKnownBiasAndPositionAccelerometerCalibratorListener listener) Constructor.MSACRobustKnownBiasAndPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.NEDPosition position, List<StandardDeviationBodyKinematics> measurements, double[] bias) Constructor.MSACRobustKnownBiasAndPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.NEDPosition position, List<StandardDeviationBodyKinematics> measurements, double[] bias, RobustKnownBiasAndPositionAccelerometerCalibratorListener listener) Constructor.MSACRobustKnownBiasAndPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.NEDPosition position, List<StandardDeviationBodyKinematics> measurements, com.irurueta.algebra.Matrix bias) Constructor.MSACRobustKnownBiasAndPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.NEDPosition position, List<StandardDeviationBodyKinematics> measurements, com.irurueta.algebra.Matrix bias, com.irurueta.algebra.Matrix initialMa) Constructor.MSACRobustKnownBiasAndPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.NEDPosition position, List<StandardDeviationBodyKinematics> measurements, com.irurueta.algebra.Matrix bias, com.irurueta.algebra.Matrix initialMa, RobustKnownBiasAndPositionAccelerometerCalibratorListener listener) Constructor.MSACRobustKnownBiasAndPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.NEDPosition position, List<StandardDeviationBodyKinematics> measurements, com.irurueta.algebra.Matrix bias, RobustKnownBiasAndPositionAccelerometerCalibratorListener listener) Constructor.MSACRobustKnownBiasAndPositionAccelerometerCalibrator
(com.irurueta.navigation.frames.NEDPosition position, List<StandardDeviationBodyKinematics> measurements, RobustKnownBiasAndPositionAccelerometerCalibratorListener listener) Constructor.MSACRobustKnownBiasAndPositionAccelerometerCalibrator
(RobustKnownBiasAndPositionAccelerometerCalibratorListener listener) Constructor.MSACRobustKnownBiasAndPositionAccelerometerCalibrator
(List<StandardDeviationBodyKinematics> measurements) Constructor. -
Method Summary
Modifier and TypeMethodDescriptionvoid
Estimates accelerometer calibration parameters containing 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.RobustKnownBiasAndPositionAccelerometerCalibrator
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, getBias, getBias, getBiasAsMatrix, getBiasAsMatrix, getBiasAsTriad, getBiasAsTriad, getBiasX, getBiasXAsAcceleration, getBiasXAsAcceleration, getBiasY, getBiasYAsAcceleration, getBiasYAsAcceleration, getBiasZ, getBiasZAsAcceleration, getBiasZAsAcceleration, getConfidence, getEcefPosition, getEstimatedChiSq, getEstimatedCovariance, getEstimatedMa, getEstimatedMse, getEstimatedMxy, getEstimatedMxz, getEstimatedMyx, getEstimatedMyz, getEstimatedMzx, getEstimatedMzy, getEstimatedSx, getEstimatedSy, getEstimatedSz, 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, setBias, setBias, setBias, setBiasCoordinates, setBiasCoordinates, setBiasX, setBiasX, setBiasY, setBiasY, setBiasZ, setBiasZ, setCommonAxisUsed, setConfidence, setCovarianceKept, 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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MSACRobustKnownBiasAndPositionAccelerometerCalibrator
public MSACRobustKnownBiasAndPositionAccelerometerCalibrator()Constructor. -
MSACRobustKnownBiasAndPositionAccelerometerCalibrator
public MSACRobustKnownBiasAndPositionAccelerometerCalibrator(List<StandardDeviationBodyKinematics> measurements) Constructor.- Parameters:
measurements
- collection of body kinematics measurements with standard deviations taken at the same position with zero velocity and unknown different orientations.
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MSACRobustKnownBiasAndPositionAccelerometerCalibrator
public MSACRobustKnownBiasAndPositionAccelerometerCalibrator(boolean commonAxisUsed) Constructor.- Parameters:
commonAxisUsed
- indicates whether z-axis is assumed to be common for accelerometer and gyroscope.
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MSACRobustKnownBiasAndPositionAccelerometerCalibrator
public MSACRobustKnownBiasAndPositionAccelerometerCalibrator(double[] bias) Constructor.- Parameters:
bias
- known accelerometer bias. 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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MSACRobustKnownBiasAndPositionAccelerometerCalibrator
public MSACRobustKnownBiasAndPositionAccelerometerCalibrator(com.irurueta.algebra.Matrix bias) Constructor.- Parameters:
bias
- known accelerometer bias.- Throws:
IllegalArgumentException
- if provided bias matrix is not 3x1.
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MSACRobustKnownBiasAndPositionAccelerometerCalibrator
public MSACRobustKnownBiasAndPositionAccelerometerCalibrator(com.irurueta.algebra.Matrix bias, com.irurueta.algebra.Matrix initialMa) Constructor.- Parameters:
bias
- known accelerometer bias.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 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 classRobustKnownBiasAndPositionAccelerometerCalibrator
- 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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