gtsam/gtsam_unstable/dynamics/VelocityConstraint.h

129 lines
4.6 KiB
C++

/**
* @file VelocityConstraint.h
* @brief Constraint enforcing the relationship between pose and velocity
* @author Alex Cunningham
*/
#pragma once
#include <gtsam/base/numericalDerivative.h>
#include <gtsam/nonlinear/NonlinearFactor.h>
#include <gtsam_unstable/dynamics/PoseRTV.h>
#include <cassert>
namespace gtsam {
namespace dynamics {
/** controls which model to use for numerical integration to use for constraints */
typedef enum {
TRAPEZOIDAL, // Constant acceleration
EULER_START, // Constant velocity, using starting velocity
EULER_END // Constant velocity, using ending velocity
} IntegrationMode;
}
/**
* Constraint to enforce dynamics between the velocities and poses, using
* a prediction based on a numerical integration flag.
*
* NOTE: this approximation is insufficient for large timesteps, but is accurate
* if timesteps are small.
*/
class VelocityConstraint : public gtsam::NoiseModelFactorN<PoseRTV,PoseRTV> {
public:
typedef gtsam::NoiseModelFactor2<PoseRTV,PoseRTV> Base;
// Provide access to the Matrix& version of evaluateError:
using Base::evaluateError;
protected:
double dt_; /// time difference between frames in seconds
dynamics::IntegrationMode integration_mode_; ///< Numerical integration control
public:
/**
* Creates a constraint relating the given variables with fully constrained noise model
*/
VelocityConstraint(Key key1, Key key2, const dynamics::IntegrationMode& mode,
double dt, double mu = 1000)
: Base(noiseModel::Constrained::All(3, mu), key1, key2), dt_(dt), integration_mode_(mode) {}
/**
* Creates a constraint relating the given variables with fully constrained noise model
* Uses the default Trapezoidal integrator
*/
VelocityConstraint(Key key1, Key key2, double dt, double mu = 1000)
: Base(noiseModel::Constrained::All(3, mu), key1, key2),
dt_(dt), integration_mode_(dynamics::TRAPEZOIDAL) {}
/**
* Creates a constraint relating the given variables with arbitrary noise model
*/
VelocityConstraint(Key key1, Key key2, const dynamics::IntegrationMode& mode,
double dt, const gtsam::SharedNoiseModel& model)
: Base(model, key1, key2), dt_(dt), integration_mode_(mode) {}
/**
* Creates a constraint relating the given variables with arbitrary noise model
* Uses the default Trapezoidal integrator
*/
VelocityConstraint(Key key1, Key key2, double dt, const gtsam::SharedNoiseModel& model)
: Base(model, key1, key2), dt_(dt), integration_mode_(dynamics::TRAPEZOIDAL) {}
~VelocityConstraint() override {}
/// @return a deep copy of this factor
gtsam::NonlinearFactor::shared_ptr clone() const override {
return std::static_pointer_cast<gtsam::NonlinearFactor>(
gtsam::NonlinearFactor::shared_ptr(new VelocityConstraint(*this))); }
/**
* Calculates the error for trapezoidal model given
*/
gtsam::Vector evaluateError(const PoseRTV& x1, const PoseRTV& x2,
OptionalMatrixType H1, OptionalMatrixType H2) const override {
if (H1) *H1 = gtsam::numericalDerivative21<gtsam::Vector,PoseRTV,PoseRTV>(
std::bind(VelocityConstraint::evaluateError_, std::placeholders::_1,
std::placeholders::_2, dt_, integration_mode_), x1, x2, 1e-5);
if (H2) *H2 = gtsam::numericalDerivative22<gtsam::Vector,PoseRTV,PoseRTV>(
std::bind(VelocityConstraint::evaluateError_, std::placeholders::_1,
std::placeholders::_2, dt_, integration_mode_), x1, x2, 1e-5);
return evaluateError_(x1, x2, dt_, integration_mode_);
}
void print(const std::string& s = "", const gtsam::KeyFormatter& formatter = gtsam::DefaultKeyFormatter) const override {
std::string a = "VelocityConstraint: " + s;
Base::print(a, formatter);
switch(integration_mode_) {
case dynamics::TRAPEZOIDAL: std::cout << "Integration: Trapezoidal\n"; break;
case dynamics::EULER_START: std::cout << "Integration: Euler (start)\n"; break;
case dynamics::EULER_END: std::cout << "Integration: Euler (end)\n"; break;
default: std::cout << "Integration: Unknown\n" << std::endl; break;
}
std::cout << "dt: " << dt_ << std::endl;
}
private:
static gtsam::Vector evaluateError_(const PoseRTV& x1, const PoseRTV& x2,
double dt, const dynamics::IntegrationMode& mode) {
const Velocity3& v1 = x1.v(), v2 = x2.v();
const Point3& p1 = x1.t(), p2 = x2.t();
Point3 hx(0,0,0);
switch(mode) {
case dynamics::TRAPEZOIDAL: hx = p1 + Point3((v1 + v2) * dt *0.5); break;
case dynamics::EULER_START: hx = p1 + Point3(v1 * dt); break;
case dynamics::EULER_END : hx = p1 + Point3(v2 * dt); break;
default: assert(false); break;
}
return p2 - hx;
}
};
} // \namespace gtsam