Prototype MagFactor
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@ -17,6 +17,7 @@
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*/
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*/
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#include <gtsam/navigation/MagFactor.h>
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#include <gtsam/navigation/MagFactor.h>
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#include <gtsam/geometry/Rot2.h>
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#include <gtsam/base/Testable.h>
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#include <gtsam/base/Testable.h>
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#include <gtsam/base/numericalDerivative.h>
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#include <gtsam/base/numericalDerivative.h>
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@ -28,44 +29,114 @@ using namespace std;
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using namespace gtsam;
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using namespace gtsam;
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using namespace GeographicLib;
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using namespace GeographicLib;
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/**
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* Factor to estimate rotation given magnetometer reading
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* This version uses model measured bM = scale * bRn * direction + bias
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* and assumes scale, direction, and the bias are given
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*/
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class MagFactor: public NoiseModelFactor1<Rot2> {
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const Vector3 measured_; /** The measured magnetometer values */
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const double scale_;
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const Sphere2 direction_;
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const Vector3 bias_;
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public:
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/** Constructor */
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MagFactor(Key key, const Vector3& measured, const LieScalar& scale,
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const Sphere2& direction, const LieVector& bias,
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const SharedNoiseModel& model) :
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NoiseModelFactor1<Rot2>(model, key), //
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measured_(measured), scale_(scale), direction_(direction), bias_(bias) {
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}
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/// @return a deep copy of this factor
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virtual NonlinearFactor::shared_ptr clone() const {
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return boost::static_pointer_cast<NonlinearFactor>(
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NonlinearFactor::shared_ptr(new MagFactor(*this)));
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}
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static Sphere2 unrotate(const Rot2& R, const Sphere2& p,
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boost::optional<Matrix&> HR = boost::none) {
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Sphere2 q = Rot3::yaw(R.theta()) * p;
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if (HR) // 2*3 3*1
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(*HR) = -q.basis().transpose() * q.skew().col(2);
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return q;
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}
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/**
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* @brief vector of errors
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*/
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Vector evaluateError(const Rot2& nRb,
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boost::optional<Matrix&> H = boost::none) const {
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// measured bM = nRbÕ * nM + b, where b is unknown bias
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Sphere2 rotated = unrotate(nRb, direction_, H);
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Vector3 hx = scale_ * rotated.unitVector() + bias_;
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if (H) // I think H2 is 2*2, but we need 3*2
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{
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Matrix U;
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rotated.unitVector(U);
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*H = scale_ * U * (*H);
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}
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return hx - measured_;
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}
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};
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// *************************************************************************
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// *************************************************************************
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TEST( MagFactor, Constructors ) {
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// Convert from Mag to ENU
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// ENU Origin is where the plane was in hold next to runway
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// const double lat0 = 33.86998, lon0 = -84.30626, h0 = 274;
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using boost::none;
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// Get field from http://www.ngdc.noaa.gov/geomag-web/#igrfwmm
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// Declination = -4.94 degrees (West), Inclination = 62.78 degrees Down
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// As NED vector, in nT:
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Vector3 nM(22653.29982, -1956.83010, 44202.47862);
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// Let's assume scale factor,
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double scale = 255.0 / 50000.0;
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// ...ground truth orientation,
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Rot3 nRb = Rot3::yaw(-0.1);
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Rot2 theta = -nRb.yaw();
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// ...and bias
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Vector3 bias(10, -10, 50);
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// ... then we measure
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Vector3 scaled = scale * nM;
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Vector3 measured = scale * nRb.transpose() * nM + bias;
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// Convert from Mag to ENU
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LieScalar s(scale * nM.norm());
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// ENU Origin is where the plane was in hold next to runway
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Sphere2 dir(nM[0], nM[1], nM[2]);
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// const double lat0 = 33.86998, lon0 = -84.30626, h0 = 274;
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// Get field from http://www.ngdc.noaa.gov/geomag-web/#igrfwmm
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SharedNoiseModel model = noiseModel::Isotropic::Sigma(3, 0.25);
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// Declination = -4.94 degrees (West), Inclination = 62.78 degrees Down
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// As NED vector, in nT:
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Vector3 nM(22653.29982, -1956.83010, 44202.47862);
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// Let's assume scale factor,
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double scale = 255.0 / 50000.0;
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// ...ground truth orientation,
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Rot3 nRb = Rot3::yaw(-0.1);
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// ...and bias
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Vector3 bias(10, -10, 50);
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// ... then we measure
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Vector3 scaled = scale * nM;
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Vector3 measured = scale * nRb.transpose() * nM + bias;
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LieScalar s(scale * nM.norm());
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using boost::none;
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Sphere2 dir(nM[0], nM[1], nM[2]);
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// *************************************************************************
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TEST( MagFactor, unrotate ) {
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Matrix H;
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Sphere2 expected(0.457383, 0.00632703, 0.889247);
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EXPECT( assert_equal(expected, MagFactor::unrotate(theta,dir,H),1e-5));
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EXPECT( assert_equal(numericalDerivative11<Sphere2,Rot2> //
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(boost::bind(&MagFactor::unrotate, _1, dir, none), theta), H, 1e-7));
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}
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// *************************************************************************
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TEST( MagFactor, Factors ) {
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SharedNoiseModel model = noiseModel::Isotropic::Sigma(3, 0.25);
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Matrix expectedH1, expectedH2, expectedH3;
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Matrix H1, H2, H3;
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Matrix H1, H2, H3;
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// MagFactor1
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// MagFactor
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MagFactor f(1, measured, s, dir, bias, model);
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EXPECT( assert_equal(zero(3),f.evaluateError(theta,H1),1e-5));
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EXPECT( assert_equal(numericalDerivative11<Rot2> //
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(boost::bind(&MagFactor::evaluateError, &f, _1, none), theta), H1, 1e-7));
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// MagFactor1
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MagFactor1 f1(1, measured, s, dir, bias, model);
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MagFactor1 f1(1, measured, s, dir, bias, model);
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EXPECT( assert_equal(zero(3),f1.evaluateError(nRb,H1),1e-5));
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EXPECT( assert_equal(zero(3),f1.evaluateError(nRb,H1),1e-5));
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EXPECT( assert_equal(numericalDerivative11<Rot3> //
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EXPECT( assert_equal(numericalDerivative11<Rot3> //
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(boost::bind(&MagFactor1::evaluateError, &f1, _1, none), nRb),//
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(boost::bind(&MagFactor1::evaluateError, &f1, _1, none), nRb), H1, 1e-7));
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H1, 1e-7));
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// MagFactor2
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// MagFactor2
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MagFactor2 f2(1, 2, measured, nRb, model);
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MagFactor2 f2(1, 2, measured, nRb, model);
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EXPECT( assert_equal(zero(3),f2.evaluateError(scaled,bias,H1,H2),1e-5));
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EXPECT( assert_equal(zero(3),f2.evaluateError(scaled,bias,H1,H2),1e-5));
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EXPECT( assert_equal(numericalDerivative11<LieVector> //
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EXPECT( assert_equal(numericalDerivative11<LieVector> //
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@ -75,7 +146,7 @@ TEST( MagFactor, Constructors ) {
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(boost::bind(&MagFactor2::evaluateError, &f2, scaled, _1, none, none), bias),//
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(boost::bind(&MagFactor2::evaluateError, &f2, scaled, _1, none, none), bias),//
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H2, 1e-7));
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H2, 1e-7));
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// MagFactor2
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// MagFactor2
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MagFactor3 f3(1, 2, 3, measured, nRb, model);
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MagFactor3 f3(1, 2, 3, measured, nRb, model);
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EXPECT(assert_equal(zero(3),f3.evaluateError(s,dir,bias,H1,H2,H3),1e-5));
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EXPECT(assert_equal(zero(3),f3.evaluateError(s,dir,bias,H1,H2,H3),1e-5));
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EXPECT(assert_equal(numericalDerivative11<LieScalar> //
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EXPECT(assert_equal(numericalDerivative11<LieScalar> //
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