Merged in Luca's rename to ExpmapDerivative and LogMapDerivative from 'origin/feature/imuFixed'
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0a7e099eec
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@ -175,7 +175,7 @@ Vector Rot3::quaternion() const {
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}
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/* ************************************************************************* */
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Matrix3 Rot3::rightJacobianExpMapSO3(const Vector3& x) {
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Matrix3 Rot3::ExpmapDerivative(const Vector3& x) {
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// x is the axis-angle representation (exponential coordinates) for a rotation
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double normx = norm_2(x); // rotation angle
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Matrix3 Jr;
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@ -183,15 +183,15 @@ Matrix3 Rot3::rightJacobianExpMapSO3(const Vector3& x) {
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Jr = I_3x3;
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}
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else{
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const Matrix3 X = skewSymmetric(x); // element of Lie algebra so(3): X = x^
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Jr = I_3x3 - ((1-cos(normx))/(normx*normx)) * X +
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((normx-sin(normx))/(normx*normx*normx)) * X * X; // right Jacobian
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const Matrix3 X = skewSymmetric(x) / normx; // element of Lie algebra so(3): X = x^, normalized by normx
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Jr = I_3x3 - ((1-cos(normx))/(normx)) * X +
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(1 -sin(normx)/normx) * X * X; // right Jacobian
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}
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return Jr;
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}
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/* ************************************************************************* */
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Matrix3 Rot3::rightJacobianExpMapSO3inverse(const Vector3& x) {
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Matrix3 Rot3::LogmapDerivative(const Vector3& x) {
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// x is the axis-angle representation (exponential coordinates) for a rotation
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double normx = norm_2(x); // rotation angle
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Matrix3 Jrinv;
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@ -16,6 +16,7 @@
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* @author Christian Potthast
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* @author Frank Dellaert
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* @author Richard Roberts
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* @author Luca Carlone
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*/
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// \callgraph
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@ -287,15 +288,21 @@ namespace gtsam {
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* Exponential map at identity - create a rotation from canonical coordinates
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* \f$ [R_x,R_y,R_z] \f$ using Rodriguez' formula
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*/
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static Rot3 Expmap(const Vector& v) {
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if(zero(v)) return Rot3();
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else return rodriguez(v);
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static Rot3 Expmap(const Vector& v, boost::optional<Matrix3&> H = boost::none) {
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if(H){
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H->resize(3,3);
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*H = Rot3::ExpmapDerivative(v);
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}
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if(zero(v))
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return Rot3();
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else
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return rodriguez(v);
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}
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/**
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* Log map at identity - return the canonical coordinates \f$ [R_x,R_y,R_z] \f$ of this rotation
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*/
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static Vector3 Logmap(const Rot3& R);
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static Vector3 Logmap(const Rot3& R, boost::optional<Matrix3&> H = boost::none);
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/// Left-trivialized derivative of the exponential map
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static Matrix3 dexpL(const Vector3& v);
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@ -306,13 +313,21 @@ namespace gtsam {
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/**
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* Right Jacobian for Exponential map in SO(3) - equation (10.86) and following equations in
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* G.S. Chirikjian, "Stochastic Models, Information Theory, and Lie Groups", Volume 2, 2008.
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* expmap(thetahat + omega) \approx expmap(thetahat) * expmap(Jr * omega)
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* where Jr = ExpmapDerivative(thetahat);
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* This maps a perturbation in the tangent space (omega) to
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* a perturbation on the manifold (expmap(Jr * omega))
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*/
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static Matrix3 rightJacobianExpMapSO3(const Vector3& x);
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static Matrix3 ExpmapDerivative(const Vector3& x);
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/** Right Jacobian for Log map in SO(3) - equation (10.86) and following equations in
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* G.S. Chirikjian, "Stochastic Models, Information Theory, and Lie Groups", Volume 2, 2008.
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* logmap( Rhat * expmap(omega) ) \approx logmap( Rhat ) + Jrinv * omega
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* where Jrinv = LogmapDerivative(omega);
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* This maps a perturbation on the manifold (expmap(omega))
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* to a perturbation in the tangent space (Jrinv * omega)
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*/
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static Matrix3 rightJacobianExpMapSO3inverse(const Vector3& x);
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static Matrix3 LogmapDerivative(const Vector3& x);
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/// @}
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/// @name Group Action on Point3
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@ -184,7 +184,7 @@ Point3 Rot3::rotate(const Point3& p,
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/* ************************************************************************* */
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// Log map at identity - return the canonical coordinates of this rotation
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Vector3 Rot3::Logmap(const Rot3& R) {
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Vector3 Rot3::Logmap(const Rot3& R, boost::optional<Matrix3&> H) {
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static const double PI = boost::math::constants::pi<double>();
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@ -192,6 +192,8 @@ Vector3 Rot3::Logmap(const Rot3& R) {
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// Get trace(R)
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double tr = rot.trace();
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Vector3 thetaR;
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// when trace == -1, i.e., when theta = +-pi, +-3pi, +-5pi, etc.
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// we do something special
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if (std::abs(tr+1.0) < 1e-10) {
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@ -202,7 +204,7 @@ Vector3 Rot3::Logmap(const Rot3& R) {
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return (PI / sqrt(2.0+2.0*rot(1,1))) *
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Vector3(rot(0,1), 1.0+rot(1,1), rot(2,1));
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else // if(std::abs(R.r1_.x()+1.0) > 1e-10) This is implicit
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return (PI / sqrt(2.0+2.0*rot(0,0))) *
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thetaR = (PI / sqrt(2.0+2.0*rot(0,0))) *
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Vector3(1.0+rot(0,0), rot(1,0), rot(2,0));
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} else {
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double magnitude;
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@ -215,11 +217,17 @@ Vector3 Rot3::Logmap(const Rot3& R) {
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// use Taylor expansion: magnitude \approx 1/2-(t-3)/12 + O((t-3)^2)
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magnitude = 0.5 - tr_3*tr_3/12.0;
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}
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return magnitude*Vector3(
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thetaR = magnitude*Vector3(
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rot(2,1)-rot(1,2),
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rot(0,2)-rot(2,0),
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rot(1,0)-rot(0,1));
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}
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if(H){
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H->resize(3,3);
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*H = Rot3::LogmapDerivative(thetaR);
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}
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return thetaR;
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}
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/* ************************************************************************* */
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@ -133,21 +133,22 @@ namespace gtsam {
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}
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/* ************************************************************************* */
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Vector3 Rot3::Logmap(const Rot3& R) {
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Vector3 Rot3::Logmap(const Rot3& R, boost::optional<Matrix3&> H) {
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using std::acos;
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using std::sqrt;
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static const double twoPi = 2.0 * M_PI,
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// define these compile time constants to avoid std::abs:
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NearlyOne = 1.0 - 1e-10, NearlyNegativeOne = -1.0 + 1e-10;
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NearlyOne = 1.0 - 1e-10, NearlyNegativeOne = -1.0 + 1e-10;
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Vector3 thetaR;
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const Quaternion& q = R.quaternion_;
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const double qw = q.w();
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if (qw > NearlyOne) {
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// Taylor expansion of (angle / s) at 1
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return (2 - 2 * (qw - 1) / 3) * q.vec();
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thetaR = (2 - 2 * (qw - 1) / 3) * q.vec();
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} else if (qw < NearlyNegativeOne) {
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// Angle is zero, return zero vector
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return Vector3::Zero();
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thetaR = Vector3::Zero();
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} else {
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// Normal, away from zero case
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double angle = 2 * acos(qw), s = sqrt(1 - qw * qw);
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@ -156,8 +157,14 @@ namespace gtsam {
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angle -= twoPi;
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else if (angle < -M_PI)
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angle += twoPi;
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return (angle / s) * q.vec();
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thetaR = (angle / s) * q.vec();
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}
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if(H){
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H->resize(3,3);
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*H = Rot3::LogmapDerivative(thetaR);
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}
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return thetaR;
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}
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/* ************************************************************************* */
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@ -214,33 +214,45 @@ TEST(Rot3, log)
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CHECK_OMEGA_ZERO(x*2.*PI,y*2.*PI,z*2.*PI)
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}
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Vector3 evaluateLogRotation(const Vector3 thetahat, const Vector3 deltatheta){
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return Rot3::Logmap( Rot3::Expmap(thetahat).compose( Rot3::Expmap(deltatheta) ) );
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/* ************************************************************************* */
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Vector3 thetahat(0.1, 0, 0.1);
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TEST( Rot3, ExpmapDerivative )
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{
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Matrix Jexpected = numericalDerivative11<Rot3, Vector3>(
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boost::bind(&Rot3::Expmap, _1, boost::none), thetahat);
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Matrix Jactual = Rot3::ExpmapDerivative(thetahat);
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CHECK(assert_equal(Jexpected, Jactual));
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}
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/* ************************************************************************* */
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TEST( Rot3, rightJacobianExpMapSO3 )
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TEST( Rot3, jacobianExpmap )
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{
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// Linearization point
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Vector3 thetahat; thetahat << 0.1, 0, 0;
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Matrix expectedJacobian = numericalDerivative11<Rot3, Vector3>(
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boost::bind(&Rot3::Expmap, _1), thetahat);
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Matrix actualJacobian = Rot3::rightJacobianExpMapSO3(thetahat);
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CHECK(assert_equal(expectedJacobian, actualJacobian));
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Matrix Jexpected = numericalDerivative11<Rot3, Vector3>(boost::bind(
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&Rot3::Expmap, _1, boost::none), thetahat);
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Matrix3 Jactual;
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const Rot3 R = Rot3::Expmap(thetahat, Jactual);
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EXPECT(assert_equal(Jexpected, Jactual));
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}
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/* ************************************************************************* */
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TEST( Rot3, rightJacobianExpMapSO3inverse )
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TEST( Rot3, LogmapDerivative )
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{
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// Linearization point
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Vector3 thetahat; thetahat << 0.1,0.1,0; ///< Current estimate of rotation rate bias
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Vector3 deltatheta; deltatheta << 0, 0, 0;
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Rot3 R = Rot3::Expmap(thetahat); // some rotation
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Matrix Jexpected = numericalDerivative11<Vector,Rot3>(boost::bind(
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&Rot3::Logmap, _1, boost::none), R);
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Matrix3 Jactual = Rot3::LogmapDerivative(thetahat);
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EXPECT(assert_equal(Jexpected, Jactual));
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}
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Matrix expectedJacobian = numericalDerivative11<Vector3,Vector3>(
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boost::bind(&evaluateLogRotation, thetahat, _1), deltatheta);
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Matrix actualJacobian = Rot3::rightJacobianExpMapSO3inverse(thetahat);
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EXPECT(assert_equal(expectedJacobian, actualJacobian));
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/* ************************************************************************* */
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TEST( Rot3, jacobianLogmap )
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{
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Rot3 R = Rot3::Expmap(thetahat); // some rotation
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Matrix Jexpected = numericalDerivative11<Vector,Rot3>(boost::bind(
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&Rot3::Logmap, _1, boost::none), R);
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Matrix3 Jactual;
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Rot3::Logmap(R, Jactual);
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EXPECT(assert_equal(Jexpected, Jactual));
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}
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/* ************************************************************************* */
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