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[wpimath] Add LTV controllers (#4094)
This adds a unicycle controller that's a drop-in replacement for Ramsete and a differential drive controller that controls the full pose and outputs voltages. The main benefit is LQR-like tuning knobs using a system model.
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// Copyright (c) FIRST and other WPILib contributors.
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// Open Source Software; you can modify and/or share it under the terms of
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// the WPILib BSD license file in the root directory of this project.
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#include "frc/controller/LTVUnicycleController.h"
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#include "frc/StateSpaceUtil.h"
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#include "frc/controller/LinearQuadraticRegulator.h"
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#include "units/math.h"
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using namespace frc;
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/**
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* States of the drivetrain system.
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*/
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class State {
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public:
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/// X position in global coordinate frame.
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static constexpr int kX = 0;
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/// Y position in global coordinate frame.
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static constexpr int kY = 1;
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/// Heading in global coordinate frame.
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static constexpr int kHeading = 2;
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};
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/**
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* Inputs of the drivetrain system.
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*/
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class Input {
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public:
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/// Linear velocity.
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static constexpr int kLinearVelocity = 3;
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/// Angular velocity.
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static constexpr int kAngularVelocity = 4;
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};
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LTVUnicycleController::LTVUnicycleController(
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const wpi::array<double, 3>& Qelems, const wpi::array<double, 2>& Relems,
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units::second_t dt)
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: m_dt{dt} {
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m_Q = frc::MakeCostMatrix(Qelems);
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m_R = frc::MakeCostMatrix(Relems);
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}
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bool LTVUnicycleController::AtReference() const {
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const auto& eTranslate = m_poseError.Translation();
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const auto& eRotate = m_poseError.Rotation();
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const auto& tolTranslate = m_poseTolerance.Translation();
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const auto& tolRotate = m_poseTolerance.Rotation();
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return units::math::abs(eTranslate.X()) < tolTranslate.X() &&
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units::math::abs(eTranslate.Y()) < tolTranslate.Y() &&
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units::math::abs(eRotate.Radians()) < tolRotate.Radians();
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}
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void LTVUnicycleController::SetTolerance(const Pose2d& poseTolerance) {
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m_poseTolerance = poseTolerance;
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}
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ChassisSpeeds LTVUnicycleController::Calculate(
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const Pose2d& currentPose, const Pose2d& poseRef,
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units::meters_per_second_t linearVelocityRef,
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units::radians_per_second_t angularVelocityRef) {
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if (!m_enabled) {
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return ChassisSpeeds{linearVelocityRef, 0_mps, angularVelocityRef};
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}
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m_poseError = poseRef.RelativeTo(currentPose);
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if (units::math::abs(linearVelocityRef) < 1e-4_mps) {
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m_A(State::kY, State::kHeading) = 1e-4;
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} else {
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m_A(State::kY, State::kHeading) = linearVelocityRef.value();
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}
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Vectord<3> e{m_poseError.X().value(), m_poseError.Y().value(),
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m_poseError.Rotation().Radians().value()};
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Vectord<2> u =
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frc::LinearQuadraticRegulator<3, 2>{m_A, m_B, m_Q, m_R, m_dt}.K() * e;
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return ChassisSpeeds{linearVelocityRef + units::meters_per_second_t{u(0)},
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0_mps,
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angularVelocityRef + units::radians_per_second_t{u(1)}};
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}
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ChassisSpeeds LTVUnicycleController::Calculate(
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const Pose2d& currentPose, const Trajectory::State& desiredState) {
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return Calculate(currentPose, desiredState.pose, desiredState.velocity,
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desiredState.velocity * desiredState.curvature);
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}
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void LTVUnicycleController::SetEnabled(bool enabled) {
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m_enabled = enabled;
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}
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