public /*synchronized*/ void processAcc(float[] acc, long sensorTimeStamp) { mz.set(acc[0], acc[1], acc[2]); if (sensorTimeStampAcc != 0L) { accObservationFunctionForNumericalJacobian(so3SensorFromWorld, mNu); double eps = 1.0E-07D; for (int dof = 0; dof < 3; dof++) { Vector3d delta = processAccVDelta; delta.setZero(); delta.setComponent(dof, eps); So3Util.sO3FromMu(delta, processAccTempM1); Matrix3x3d.mult(processAccTempM1, so3SensorFromWorld, processAccTempM2); accObservationFunctionForNumericalJacobian(processAccTempM2, processAccTempV1); Vector3d withDelta = processAccTempV1; Vector3d.sub(mNu, withDelta, processAccTempV2); processAccTempV2.scale(1.0D / eps); mH.setColumn(dof, processAccTempV2); } mH.transpose(processAccTempM3); Matrix3x3d.mult(mP, processAccTempM3, processAccTempM4); Matrix3x3d.mult(mH, processAccTempM4, processAccTempM5); Matrix3x3d.add(processAccTempM5, mRaccel, mS); mS.invert(processAccTempM3); mH.transpose(processAccTempM4); Matrix3x3d.mult(processAccTempM4, processAccTempM3, processAccTempM5); Matrix3x3d.mult(mP, processAccTempM5, mK); Matrix3x3d.mult(mK, mNu, mx); Matrix3x3d.mult(mK, mH, processAccTempM3); processAccTempM4.setIdentity(); processAccTempM4.minusEquals(processAccTempM3); Matrix3x3d.mult(processAccTempM4, mP, processAccTempM3); mP.set(processAccTempM3); So3Util.sO3FromMu(mx, so3LastMotion); Matrix3x3d.mult(so3LastMotion, so3SensorFromWorld, so3SensorFromWorld); updateCovariancesAfterMotion(); } else { So3Util.sO3FromTwoVec(down, mz, so3SensorFromWorld); } sensorTimeStampAcc = sensorTimeStamp; }
public void reset() { sensorTimeStampGyro = 0L; sensorTimeStampAcc = 0L; sensorTimeStampMag = 0L; so3SensorFromWorld.setIdentity(); so3LastMotion.setIdentity(); double initialSigmaP = 5.0D; mP.setZero(); mP.setSameDiagonal(initialSigmaP * initialSigmaP); double initialSigmaQ = 1.0D; mQ.setZero(); mQ.setSameDiagonal(initialSigmaQ * initialSigmaQ); double initialSigmaR = 0.25D; mR.setZero(); mR.setSameDiagonal(initialSigmaR * initialSigmaR); double initialSigmaRaccel = 0.75D; mRaccel.setZero(); mRaccel.setSameDiagonal(initialSigmaRaccel * initialSigmaRaccel); mS.setZero(); mH.setZero(); mK.setZero(); mNu.setZero(); mz.setZero(); mh.setZero(); mu.setZero(); mx.setZero(); down.set(0.0D, 0.0D, 9.810000000000001D); north.set(0.0D, 1.0D, 0.0D); }
public static void sO3FromTwoVec(Vector3d a, Vector3d b, Matrix3x3d result) { Vector3d.cross(a, b, sO3FromTwoVecN); if (sO3FromTwoVecN.length() == 0.0D) { double dot = Vector3d.dot(a, b); if (dot >= 0.0D) { result.setIdentity(); } else { Vector3d.ortho(a, sO3FromTwoVecRotationAxis); rotationPiAboutAxis(sO3FromTwoVecRotationAxis, result); } return; } sO3FromTwoVecA.set(a); sO3FromTwoVecB.set(b); sO3FromTwoVecN.normalize(); sO3FromTwoVecA.normalize(); sO3FromTwoVecB.normalize(); Matrix3x3d r1 = sO3FromTwoVec33R1; r1.setColumn(0, sO3FromTwoVecA); r1.setColumn(1, sO3FromTwoVecN); Vector3d.cross(sO3FromTwoVecN, sO3FromTwoVecA, temp31); r1.setColumn(2, temp31); Matrix3x3d r2 = sO3FromTwoVec33R2; r2.setColumn(0, sO3FromTwoVecB); r2.setColumn(1, sO3FromTwoVecN); Vector3d.cross(sO3FromTwoVecN, sO3FromTwoVecB, temp31); r2.setColumn(2, temp31); r1.transpose(); Matrix3x3d.mult(r2, r1, result); }
public void processMag(float[] mag, long sensorTimeStamp) { mz.set(mag[0], mag[1], mag[2]); mz.normalize(); Vector3d downInSensorFrame = new Vector3d(); so3SensorFromWorld.getColumn(2, downInSensorFrame); Vector3d.cross(mz, downInSensorFrame, processMagTempV1); Vector3d perpToDownAndMag = processMagTempV1; perpToDownAndMag.normalize(); Vector3d.cross(downInSensorFrame, perpToDownAndMag, processMagTempV2); Vector3d magHorizontal = processMagTempV2; magHorizontal.normalize(); mz.set(magHorizontal); if (sensorTimeStampMag != 0L) { magObservationFunctionForNumericalJacobian(so3SensorFromWorld, mNu); double eps = 1.0E-07D; for (int dof = 0; dof < 3; dof++) { Vector3d delta = processMagTempV3; delta.setZero(); delta.setComponent(dof, eps); So3Util.sO3FromMu(delta, processMagTempM1); Matrix3x3d.mult(processMagTempM1, so3SensorFromWorld, processMagTempM2); magObservationFunctionForNumericalJacobian(processMagTempM2, processMagTempV4); Vector3d withDelta = processMagTempV4; Vector3d.sub(mNu, withDelta, processMagTempV5); processMagTempV5.scale(1.0D / eps); mH.setColumn(dof, processMagTempV5); } mH.transpose(processMagTempM4); Matrix3x3d.mult(mP, processMagTempM4, processMagTempM5); Matrix3x3d.mult(mH, processMagTempM5, processMagTempM6); Matrix3x3d.add(processMagTempM6, mR, mS); mS.invert(processMagTempM4); mH.transpose(processMagTempM5); Matrix3x3d.mult(processMagTempM5, processMagTempM4, processMagTempM6); Matrix3x3d.mult(mP, processMagTempM6, mK); Matrix3x3d.mult(mK, mNu, mx); Matrix3x3d.mult(mK, mH, processMagTempM4); processMagTempM5.setIdentity(); processMagTempM5.minusEquals(processMagTempM4); Matrix3x3d.mult(processMagTempM5, mP, processMagTempM4); mP.set(processMagTempM4); So3Util.sO3FromMu(mx, so3LastMotion); Matrix3x3d.mult(so3LastMotion, so3SensorFromWorld, processMagTempM4); so3SensorFromWorld.set(processMagTempM4); updateCovariancesAfterMotion(); } else { magObservationFunctionForNumericalJacobian(so3SensorFromWorld, mNu); So3Util.sO3FromMu(mx, so3LastMotion); Matrix3x3d.mult(so3LastMotion, so3SensorFromWorld, processMagTempM4); so3SensorFromWorld.set(processMagTempM4); updateCovariancesAfterMotion(); } sensorTimeStampMag = sensorTimeStamp; }