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Ivan
2022-04-05 11:42:28 +03:00
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thirdparty/basalt-headers/include/basalt/spline/ceres_spline_helper.h vendored Normal file
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/**
BSD 3-Clause License
This file is part of the Basalt project.
https://gitlab.com/VladyslavUsenko/basalt-headers.git
Copyright (c) 2019, Vladyslav Usenko and Nikolaus Demmel.
All rights reserved.
Redistribution and use in source and binary forms, with or without
modification, are permitted provided that the following conditions are met:
* Redistributions of source code must retain the above copyright notice, this
list of conditions and the following disclaimer.
* Redistributions in binary form must reproduce the above copyright notice,
this list of conditions and the following disclaimer in the documentation
and/or other materials provided with the distribution.
* Neither the name of the copyright holder nor the names of its
contributors may be used to endorse or promote products derived from
this software without specific prior written permission.
THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE
FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
@file
@brief Helper for implementing Lie group and Euclidean b-splines in ceres.
*/
#pragma once
#include <basalt/spline/spline_common.h>
#include <Eigen/Dense>
namespace basalt {
/// @brief Helper for implementing Lie group and Euclidean b-splines in ceres of
/// order N
///
/// See [[arXiv:1911.08860]](https://arxiv.org/abs/1911.08860) for more details.
template <int _N>
struct CeresSplineHelper {
static constexpr int N = _N; // Order of the spline.
static constexpr int DEG = _N - 1; // Degree of the spline.
using MatN = Eigen::Matrix<double, _N, _N>;
using VecN = Eigen::Matrix<double, _N, 1>;
static const MatN blending_matrix_;
static const MatN cumulative_blending_matrix_;
static const MatN base_coefficients_;
/// @brief Vector of derivatives of time polynomial.
///
/// Computes a derivative of \f$ \begin{bmatrix}1 & t & t^2 & \dots &
/// t^{N-1}\end{bmatrix} \f$ with repect to time. For example, the first
/// derivative would be \f$ \begin{bmatrix}0 & 1 & 2 t & \dots & (N-1)
/// t^{N-2}\end{bmatrix} \f$.
/// @param Derivative derivative to evaluate
/// @param[out] res_const vector to store the result
/// @param[in] t
template <int Derivative, class Derived>
static inline void baseCoeffsWithTime(
const Eigen::MatrixBase<Derived>& res_const, double t) {
EIGEN_STATIC_ASSERT_VECTOR_SPECIFIC_SIZE(Derived, N);
Eigen::MatrixBase<Derived>& res =
const_cast<Eigen::MatrixBase<Derived>&>(res_const);
res.setZero();
if (Derivative < N) {
res[Derivative] = base_coefficients_(Derivative, Derivative);
double _t = t;
for (int j = Derivative + 1; j < N; j++) {
res[j] = base_coefficients_(Derivative, j) * _t;
_t = _t * t;
}
}
}
/// @brief Evaluate Lie group cummulative B-spline and time derivatives.
///
/// @param[in] sKnots array of pointers of the spline knots. The size of each
/// knot should be GroupT::num_parameters: 4 for SO(3) and 7 for SE(3).
/// @param[in] u normalized time to compute value of the spline
/// @param[in] inv_dt inverse of the time spacing in seconds between spline
/// knots
/// @param[out] transform_out if not nullptr return the value of the spline
/// @param[out] vel_out if not nullptr velocity (first time derivative) in the
/// body frame
/// @param[out] accel_out if not nullptr acceleration (second time derivative)
/// in the body frame
template <class T, template <class> class GroupT>
static inline void evaluate_lie(
T const* const* sKnots, const double u, const double inv_dt,
GroupT<T>* transform_out = nullptr,
typename GroupT<T>::Tangent* vel_out = nullptr,
typename GroupT<T>::Tangent* accel_out = nullptr,
typename GroupT<T>::Tangent* jerk_out = nullptr) {
using Group = GroupT<T>;
using Tangent = typename GroupT<T>::Tangent;
using Adjoint = typename GroupT<T>::Adjoint;
VecN p, coeff, dcoeff, ddcoeff, dddcoeff;
CeresSplineHelper<N>::template baseCoeffsWithTime<0>(p, u);
coeff = CeresSplineHelper<N>::cumulative_blending_matrix_ * p;
if (vel_out || accel_out || jerk_out) {
CeresSplineHelper<N>::template baseCoeffsWithTime<1>(p, u);
dcoeff = inv_dt * CeresSplineHelper<N>::cumulative_blending_matrix_ * p;
if (accel_out || jerk_out) {
CeresSplineHelper<N>::template baseCoeffsWithTime<2>(p, u);
ddcoeff = inv_dt * inv_dt *
CeresSplineHelper<N>::cumulative_blending_matrix_ * p;
if (jerk_out) {
CeresSplineHelper<N>::template baseCoeffsWithTime<3>(p, u);
dddcoeff = inv_dt * inv_dt * inv_dt *
CeresSplineHelper<N>::cumulative_blending_matrix_ * p;
}
}
}
if (transform_out) {
Eigen::Map<Group const> const p00(sKnots[0]);
*transform_out = p00;
}
Tangent rot_vel, rot_accel, rot_jerk;
if (vel_out || accel_out || jerk_out) rot_vel.setZero();
if (accel_out || jerk_out) rot_accel.setZero();
if (jerk_out) rot_jerk.setZero();
for (int i = 0; i < DEG; i++) {
Eigen::Map<Group const> const p0(sKnots[i]);
Eigen::Map<Group const> const p1(sKnots[i + 1]);
Group r01 = p0.inverse() * p1;
Tangent delta = r01.log();
Group exp_kdelta = Group::exp(delta * coeff[i + 1]);
if (transform_out) (*transform_out) *= exp_kdelta;
if (vel_out || accel_out || jerk_out) {
Adjoint A = exp_kdelta.inverse().Adj();
rot_vel = A * rot_vel;
Tangent rot_vel_current = delta * dcoeff[i + 1];
rot_vel += rot_vel_current;
if (accel_out || jerk_out) {
rot_accel = A * rot_accel;
Tangent accel_lie_bracket =
Group::lieBracket(rot_vel, rot_vel_current);
rot_accel += ddcoeff[i + 1] * delta + accel_lie_bracket;
if (jerk_out) {
rot_jerk = A * rot_jerk;
rot_jerk += dddcoeff[i + 1] * delta +
Group::lieBracket(ddcoeff[i + 1] * rot_vel +
2 * dcoeff[i + 1] * rot_accel -
dcoeff[i + 1] * accel_lie_bracket,
delta);
}
}
}
}
if (vel_out) *vel_out = rot_vel;
if (accel_out) *accel_out = rot_accel;
if (jerk_out) *jerk_out = rot_jerk;
}
/// @brief Evaluate Euclidean B-spline or time derivatives.
///
/// @param[in] sKnots array of pointers of the spline knots. The size of each
/// knot should be DIM.
/// @param[in] u normalized time to compute value of the spline
/// @param[in] inv_dt inverse of the time spacing in seconds between spline
/// knots
/// @param[out] vec_out if DERIV=0 returns value of the spline, otherwise
/// corresponding derivative.
template <class T, int DIM, int DERIV>
static inline void evaluate(T const* const* sKnots, const double u,
const double inv_dt,
Eigen::Matrix<T, DIM, 1>* vec_out) {
if (!vec_out) return;
using VecD = Eigen::Matrix<T, DIM, 1>;
VecN p, coeff;
CeresSplineHelper<N>::template baseCoeffsWithTime<DERIV>(p, u);
coeff =
std::pow(inv_dt, DERIV) * CeresSplineHelper<N>::blending_matrix_ * p;
vec_out->setZero();
for (int i = 0; i < N; i++) {
Eigen::Map<VecD const> const p(sKnots[i]);
(*vec_out) += coeff[i] * p;
}
}
};
template <int _N>
const typename CeresSplineHelper<_N>::MatN
CeresSplineHelper<_N>::base_coefficients_ =
basalt::computeBaseCoefficients<_N, double>();
template <int _N>
const typename CeresSplineHelper<_N>::MatN
CeresSplineHelper<_N>::blending_matrix_ =
basalt::computeBlendingMatrix<_N, double, false>();
template <int _N>
const typename CeresSplineHelper<_N>::MatN
CeresSplineHelper<_N>::cumulative_blending_matrix_ =
basalt::computeBlendingMatrix<_N, double, true>();
} // namespace basalt