gtsam/gtsam/navigation/PreintegrationBase.h

269 lines
9.6 KiB
C++

/* ----------------------------------------------------------------------------
* GTSAM Copyright 2010, Georgia Tech Research Corporation,
* Atlanta, Georgia 30332-0415
* All Rights Reserved
* Authors: Frank Dellaert, et al. (see THANKS for the full author list)
* See LICENSE for the license information
* -------------------------------------------------------------------------- */
/**
* @file PreintegrationBase.h
* @author Luca Carlone
* @author Stephen Williams
* @author Richard Roberts
* @author Vadim Indelman
* @author David Jensen
* @author Frank Dellaert
**/
#pragma once
#include <gtsam/navigation/PreintegrationParams.h>
#include <gtsam/navigation/NavState.h>
#include <gtsam/navigation/ImuBias.h>
#include <gtsam/linear/NoiseModel.h>
#include <iosfwd>
namespace gtsam {
#ifdef GTSAM_ALLOW_DEPRECATED_SINCE_V4
/// @deprecated
struct PoseVelocityBias {
Pose3 pose;
Vector3 velocity;
imuBias::ConstantBias bias;
PoseVelocityBias(const Pose3& _pose, const Vector3& _velocity,
const imuBias::ConstantBias _bias) :
pose(_pose), velocity(_velocity), bias(_bias) {
}
PoseVelocityBias(const NavState& navState, const imuBias::ConstantBias _bias) :
pose(navState.pose()), velocity(navState.velocity()), bias(_bias) {
}
NavState navState() const {
return NavState(pose, velocity);
}
};
#endif
/**
* PreintegrationBase is the base class for PreintegratedMeasurements
* (in ImuFactor) and CombinedPreintegratedMeasurements (in CombinedImuFactor).
* It includes the definitions of the preintegrated variables and the methods
* to access, print, and compare them.
*/
class PreintegrationBase {
public:
typedef imuBias::ConstantBias Bias;
typedef PreintegrationParams Params;
protected:
/// Parameters. Declared mutable only for deprecated predict method.
/// TODO(frank): make const once deprecated method is removed
#ifdef GTSAM_ALLOW_DEPRECATED_SINCE_V4
mutable
#endif
boost::shared_ptr<Params> p_;
/// Acceleration and gyro bias used for preintegration
Bias biasHat_;
/// Time interval from i to j
double deltaTij_;
/**
* Preintegrated navigation state, from frame i to frame j
* Order is: theta, position, velocity
* Note: relative position does not take into account velocity at time i, see deltap+, in [2]
* Note: velocity is now also in frame i, as opposed to deltaVij in [2]
*/
Vector9 preintegrated_;
Matrix93 preintegrated_H_biasAcc_; ///< Jacobian of preintegrated preintegrated w.r.t. acceleration bias
Matrix93 preintegrated_H_biasOmega_; ///< Jacobian of preintegrated preintegrated w.r.t. angular rate bias
/// Default constructor for serialization
PreintegrationBase() {
resetIntegration();
}
public:
/// @name Constructors
/// @{
/// @name Constructors
/// @{
/**
* Constructor, initializes the variables in the base class
* @param p Parameters, typically fixed in a single application
* @param bias Current estimate of acceleration and rotation rate biases
*/
PreintegrationBase(const boost::shared_ptr<Params>& p,
const imuBias::ConstantBias& biasHat = imuBias::ConstantBias());
/// @}
/// @name Basic utilities
/// @{
/// Re-initialize PreintegratedMeasurements
void resetIntegration();
/// check parameters equality: checks whether shared pointer points to same Params object.
bool matchesParamsWith(const PreintegrationBase& other) const {
return p_.get() == other.p_.get();
}
/// shared pointer to params
const boost::shared_ptr<Params>& params() const {
return p_;
}
/// const reference to params
const Params& p() const {
return *boost::static_pointer_cast<Params>(p_);
}
#ifdef GTSAM_ALLOW_DEPRECATED_SINCE_V4
void set_body_P_sensor(const Pose3& body_P_sensor) {
p_->body_P_sensor = body_P_sensor;
}
#endif
/// @}
/// @name Instance variables access
/// @{
const imuBias::ConstantBias& biasHat() const { return biasHat_; }
double deltaTij() const { return deltaTij_; }
const Vector9& preintegrated() const { return preintegrated_; }
Vector3 theta() const { return preintegrated_.head<3>(); }
Vector3 deltaPij() const { return preintegrated_.segment<3>(3); }
Vector3 deltaVij() const { return preintegrated_.tail<3>(); }
Rot3 deltaRij() const { return Rot3::Expmap(theta()); }
NavState deltaXij() const { return NavState::Retract(preintegrated_); }
const Matrix93& preintegrated_H_biasAcc() const { return preintegrated_H_biasAcc_; }
const Matrix93& preintegrated_H_biasOmega() const { return preintegrated_H_biasOmega_; }
// Exposed for MATLAB
Vector6 biasHatVector() const { return biasHat_.vector(); }
/// @}
/// @name Testable
/// @{
GTSAM_EXPORT friend std::ostream& operator<<(std::ostream& os, const PreintegrationBase& pim);
void print(const std::string& s) const;
bool equals(const PreintegrationBase& other, double tol) const;
/// @}
/// @name Main functionality
/// @{
/// Subtract estimate and correct for sensor pose
/// Compute the derivatives due to non-identity body_P_sensor (rotation and centrifugal acc)
/// Ignore D_correctedOmega_measuredAcc as it is trivially zero
std::pair<Vector3, Vector3> correctMeasurementsBySensorPose(
const Vector3& unbiasedAcc, const Vector3& unbiasedOmega,
OptionalJacobian<3, 3> correctedAcc_H_unbiasedAcc = boost::none,
OptionalJacobian<3, 3> correctedAcc_H_unbiasedOmega = boost::none,
OptionalJacobian<3, 3> correctedOmega_H_unbiasedOmega = boost::none) const;
// Update integrated vector on tangent manifold preintegrated with acceleration
// Static, functional version.
static Vector9 UpdatePreintegrated(const Vector3& a_body,
const Vector3& w_body, double dt,
const Vector9& preintegrated,
OptionalJacobian<9, 9> A = boost::none,
OptionalJacobian<9, 3> B = boost::none,
OptionalJacobian<9, 3> C = boost::none);
/// Update preintegrated measurements and get derivatives
/// It takes measured quantities in the j frame
/// Modifies preintegrated_ in place after correcting for bias and possibly sensor pose
void integrateMeasurement(const Vector3& measuredAcc,
const Vector3& measuredOmega, const double deltaT,
Matrix9* A, Matrix93* B, Matrix93* C);
// Version without derivatives
void integrateMeasurement(const Vector3& measuredAcc,
const Vector3& measuredOmega, const double deltaT);
/// Given the estimate of the bias, return a NavState tangent vector
/// summarizing the preintegrated IMU measurements so far
Vector9 biasCorrectedDelta(const imuBias::ConstantBias& bias_i,
OptionalJacobian<9, 6> H = boost::none) const;
/// Predict state at time j
NavState predict(const NavState& state_i, const imuBias::ConstantBias& bias_i,
OptionalJacobian<9, 9> H1 = boost::none,
OptionalJacobian<9, 6> H2 = boost::none) const;
/// Calculate error given navStates
Vector9 computeError(const NavState& state_i, const NavState& state_j,
const imuBias::ConstantBias& bias_i,
OptionalJacobian<9, 9> H1, OptionalJacobian<9, 9> H2,
OptionalJacobian<9, 6> H3) const;
/// Compute errors w.r.t. preintegrated measurements and jacobians wrt pose_i, vel_i, bias_i, pose_j, bias_j
Vector9 computeErrorAndJacobians(const Pose3& pose_i, const Vector3& vel_i,
const Pose3& pose_j, const Vector3& vel_j,
const imuBias::ConstantBias& bias_i, OptionalJacobian<9, 6> H1 =
boost::none, OptionalJacobian<9, 3> H2 = boost::none,
OptionalJacobian<9, 6> H3 = boost::none, OptionalJacobian<9, 3> H4 =
boost::none, OptionalJacobian<9, 6> H5 = boost::none) const;
// Compose the two pre-integrated 9D-vectors zeta01 and zeta02, with derivatives
static Vector9 Compose(const Vector9& zeta01, const Vector9& zeta12,
double deltaT12,
OptionalJacobian<9, 9> H1 = boost::none,
OptionalJacobian<9, 9> H2 = boost::none);
/// Merge in a different set of measurements and update bias derivatives accordingly
/// The derivatives apply to the preintegrated Vector9
void mergeWith(const PreintegrationBase& pim, Matrix9* H1, Matrix9* H2);
/// @}
/** Dummy clone for MATLAB */
virtual boost::shared_ptr<PreintegrationBase> clone() const {
return boost::shared_ptr<PreintegrationBase>();
}
#ifdef GTSAM_ALLOW_DEPRECATED_SINCE_V4
/// @name Deprecated
/// @{
/// @deprecated predict
PoseVelocityBias predict(const Pose3& pose_i, const Vector3& vel_i,
const imuBias::ConstantBias& bias_i, const Vector3& n_gravity,
const Vector3& omegaCoriolis, const bool use2ndOrderCoriolis = false) const;
/// @}
#endif
/// @}
private:
/** Serialization function */
friend class boost::serialization::access;
template<class ARCHIVE>
void serialize(ARCHIVE & ar, const unsigned int /*version*/) {
namespace bs = ::boost::serialization;
ar & BOOST_SERIALIZATION_NVP(p_);
ar & BOOST_SERIALIZATION_NVP(biasHat_);
ar & BOOST_SERIALIZATION_NVP(deltaTij_);
ar & bs::make_nvp("preintegrated_", bs::make_array(preintegrated_.data(), preintegrated_.size()));
ar & bs::make_nvp("preintegrated_H_biasAcc_", bs::make_array(preintegrated_H_biasAcc_.data(), preintegrated_H_biasAcc_.size()));
ar & bs::make_nvp("preintegrated_H_biasOmega_", bs::make_array(preintegrated_H_biasOmega_.data(), preintegrated_H_biasOmega_.size()));
}
};
} /// namespace gtsam