[wpimath] Add core State-space classes (#2614)

Co-authored-by: Tyler Veness <calcmogul@gmail.com>
Co-authored-by: Claudius Tewari <cttewari@gmail.com>
Co-authored-by: Declan Freeman-Gleason <declanfreemangleason@gmail.com>
This commit is contained in:
Matt
2020-08-14 23:40:33 -07:00
committed by GitHub
parent e5b84e2f87
commit 3b283ab9aa
84 changed files with 11747 additions and 174 deletions

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@@ -0,0 +1,29 @@
/*----------------------------------------------------------------------------*/
/* Copyright (c) 2020 FIRST. All Rights Reserved. */
/* Open Source Software - may be modified and shared by FRC teams. The code */
/* must be accompanied by the FIRST BSD license file in the root directory of */
/* the project. */
/*----------------------------------------------------------------------------*/
#include "frc/StateSpaceUtil.h"
namespace frc {
template <>
bool IsStabilizable<1, 1>(const Eigen::Matrix<double, 1, 1>& A,
const Eigen::Matrix<double, 1, 1>& B) {
return detail::IsStabilizableImpl<1, 1>(A, B);
}
template <>
bool IsStabilizable<2, 1>(const Eigen::Matrix<double, 2, 2>& A,
const Eigen::Matrix<double, 2, 1>& B) {
return detail::IsStabilizableImpl<2, 1>(A, B);
}
Eigen::Matrix<double, 3, 1> PoseToVector(const Pose2d& pose) {
return frc::MakeMatrix<3, 1>(pose.X().to<double>(), pose.Y().to<double>(),
pose.Rotation().Radians().to<double>());
}
} // namespace frc

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/*----------------------------------------------------------------------------*/
/* Copyright (c) 2020 FIRST. All Rights Reserved. */
/* Open Source Software - may be modified and shared by FRC teams. The code */
/* must be accompanied by the FIRST BSD license file in the root directory of */
/* the project. */
/*----------------------------------------------------------------------------*/
#include "frc/controller/LinearQuadraticRegulator.h"
namespace frc {
LinearQuadraticRegulator<1, 1>::LinearQuadraticRegulator(
const Eigen::Matrix<double, 1, 1>& A, const Eigen::Matrix<double, 1, 1>& B,
const std::array<double, 1>& Qelems, const std::array<double, 1>& Relems,
units::second_t dt)
: LinearQuadraticRegulator(A, B, Qelems, 1.0, Relems, dt) {}
LinearQuadraticRegulator<1, 1>::LinearQuadraticRegulator(
const Eigen::Matrix<double, 1, 1>& A, const Eigen::Matrix<double, 1, 1>& B,
const std::array<double, 1>& Qelems, const double rho,
const std::array<double, 1>& Relems, units::second_t dt)
: detail::LinearQuadraticRegulatorImpl<1, 1>{A, B, Qelems,
rho, Relems, dt} {}
LinearQuadraticRegulator<1, 1>::LinearQuadraticRegulator(
const Eigen::Matrix<double, 1, 1>& A, const Eigen::Matrix<double, 1, 1>& B,
const Eigen::Matrix<double, 1, 1>& Q, const Eigen::Matrix<double, 1, 1>& R,
units::second_t dt)
: detail::LinearQuadraticRegulatorImpl<1, 1>(A, B, Q, R, dt) {}
LinearQuadraticRegulator<2, 1>::LinearQuadraticRegulator(
const Eigen::Matrix<double, 2, 2>& A, const Eigen::Matrix<double, 2, 1>& B,
const std::array<double, 2>& Qelems, const std::array<double, 1>& Relems,
units::second_t dt)
: LinearQuadraticRegulator(A, B, Qelems, 1.0, Relems, dt) {}
LinearQuadraticRegulator<2, 1>::LinearQuadraticRegulator(
const Eigen::Matrix<double, 2, 2>& A, const Eigen::Matrix<double, 2, 1>& B,
const std::array<double, 2>& Qelems, const double rho,
const std::array<double, 1>& Relems, units::second_t dt)
: detail::LinearQuadraticRegulatorImpl<2, 1>{A, B, Qelems,
rho, Relems, dt} {}
LinearQuadraticRegulator<2, 1>::LinearQuadraticRegulator(
const Eigen::Matrix<double, 2, 2>& A, const Eigen::Matrix<double, 2, 1>& B,
const Eigen::Matrix<double, 2, 2>& Q, const Eigen::Matrix<double, 1, 1>& R,
units::second_t dt)
: detail::LinearQuadraticRegulatorImpl<2, 1>(A, B, Q, R, dt) {}
} // namespace frc

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/*----------------------------------------------------------------------------*/
/* Copyright (c) 2020 FIRST. All Rights Reserved. */
/* Open Source Software - may be modified and shared by FRC teams. The code */
/* must be accompanied by the FIRST BSD license file in the root directory of */
/* the project. */
/*----------------------------------------------------------------------------*/
#include "frc/estimator/KalmanFilter.h"
namespace frc {
KalmanFilter<1, 1, 1>::KalmanFilter(
LinearSystem<1, 1, 1>& plant, const std::array<double, 1>& stateStdDevs,
const std::array<double, 1>& measurementStdDevs, units::second_t dt)
: detail::KalmanFilterImpl<1, 1, 1>{plant, stateStdDevs, measurementStdDevs,
dt} {}
KalmanFilter<2, 1, 1>::KalmanFilter(
LinearSystem<2, 1, 1>& plant, const std::array<double, 2>& stateStdDevs,
const std::array<double, 1>& measurementStdDevs, units::second_t dt)
: detail::KalmanFilterImpl<2, 1, 1>{plant, stateStdDevs, measurementStdDevs,
dt} {}
} // namespace frc

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@@ -10,12 +10,39 @@
#include <wpi/jni_util.h>
#include "Eigen/Core"
#include "Eigen/Eigenvalues"
#include "Eigen/QR"
#include "drake/math/discrete_algebraic_riccati_equation.h"
#include "edu_wpi_first_math_WPIMathJNI.h"
#include "unsupported/Eigen/MatrixFunctions"
using namespace wpi::java;
bool check_stabilizable(const Eigen::Ref<const Eigen::MatrixXd>& A,
const Eigen::Ref<const Eigen::MatrixXd>& B) {
// This function checks if (A,B) is a stabilizable pair.
// (A,B) is stabilizable if and only if the uncontrollable eigenvalues of
// A, if any, have absolute values less than one, where an eigenvalue is
// uncontrollable if Rank[lambda * I - A, B] < n.
int n = B.rows(), m = B.cols();
Eigen::EigenSolver<Eigen::MatrixXd> es(A);
for (int i = 0; i < n; i++) {
if (es.eigenvalues()[i].real() * es.eigenvalues()[i].real() +
es.eigenvalues()[i].imag() * es.eigenvalues()[i].imag() <
1)
continue;
Eigen::MatrixXcd E(n, n + m);
E << es.eigenvalues()[i] * Eigen::MatrixXcd::Identity(n, n) - A, B;
Eigen::ColPivHouseholderQR<Eigen::MatrixXcd> qr(E);
if (qr.rank() != n) {
return false;
}
}
return true;
}
extern "C" {
/*
@@ -57,4 +84,54 @@ Java_edu_wpi_first_math_WPIMathJNI_discreteAlgebraicRiccatiEquation
env->SetDoubleArrayRegion(S, 0, states * states, result.data());
}
/*
* Class: edu_wpi_first_wpiutil_math_WPIMathJNI
* Method: exp
* Signature: ([DI[D)V
*/
JNIEXPORT void JNICALL
Java_edu_wpi_first_wpiutil_math_WPIMathJNI_exp
(JNIEnv* env, jclass, jdoubleArray src, jint rows, jdoubleArray dst)
{
jdouble* arrayBody = env->GetDoubleArrayElements(src, nullptr);
Eigen::Map<
Eigen::Matrix<double, Eigen::Dynamic, Eigen::Dynamic, Eigen::RowMajor>>
Amat{arrayBody, rows, rows};
Eigen::Matrix<double, Eigen::Dynamic, Eigen::Dynamic, Eigen::RowMajor> Aexp =
Amat.exp();
env->ReleaseDoubleArrayElements(src, arrayBody, 0);
env->SetDoubleArrayRegion(dst, 0, rows * rows, Aexp.data());
}
/*
* Class: edu_wpi_first_wpiutil_math_WPIMathJNI
* Method: isStabilizable
* Signature: (II[D[D)Z
*/
JNIEXPORT jboolean JNICALL
Java_edu_wpi_first_wpiutil_math_WPIMathJNI_isStabilizable
(JNIEnv* env, jclass, jint states, jint inputs, jdoubleArray aSrc,
jdoubleArray bSrc)
{
jdouble* nativeA = env->GetDoubleArrayElements(aSrc, nullptr);
jdouble* nativeB = env->GetDoubleArrayElements(bSrc, nullptr);
Eigen::Map<
Eigen::Matrix<double, Eigen::Dynamic, Eigen::Dynamic, Eigen::RowMajor>>
A{nativeA, states, states};
Eigen::Map<
Eigen::Matrix<double, Eigen::Dynamic, Eigen::Dynamic, Eigen::RowMajor>>
B{nativeB, states, inputs};
bool isStabilizable = check_stabilizable(A, B);
env->ReleaseDoubleArrayElements(aSrc, nativeA, 0);
env->ReleaseDoubleArrayElements(bSrc, nativeB, 0);
return isStabilizable;
}
} // extern "C"