Files
allwpilib/wpimath/src/main/native/include/frc/system/plant/LinearSystemId.h
Tyler Veness ac1705ae2b [wpimath] Remove unit suffixes from variable names (#7529)
* Move units into API docs instead because suffixes make user code verbose and hard to read
* Rename trackWidth to trackwidth
* Make ultrasonic classes use meters instead of a mix of m, cm, mm, ft,
  and inches
2025-02-10 08:23:04 -07:00

467 lines
18 KiB
C++

// Copyright (c) FIRST and other WPILib contributors.
// Open Source Software; you can modify and/or share it under the terms of
// the WPILib BSD license file in the root directory of this project.
#pragma once
#include <concepts>
#include <stdexcept>
#include <gcem.hpp>
#include <wpi/SymbolExports.h>
#include "frc/system/LinearSystem.h"
#include "frc/system/plant/DCMotor.h"
#include "units/acceleration.h"
#include "units/angular_acceleration.h"
#include "units/angular_velocity.h"
#include "units/length.h"
#include "units/moment_of_inertia.h"
#include "units/velocity.h"
#include "units/voltage.h"
namespace frc {
/**
* Linear system ID utility functions.
*/
class WPILIB_DLLEXPORT LinearSystemId {
public:
template <typename Distance>
using Velocity_t = units::unit_t<
units::compound_unit<Distance, units::inverse<units::seconds>>>;
template <typename Distance>
using Acceleration_t = units::unit_t<units::compound_unit<
units::compound_unit<Distance, units::inverse<units::seconds>>,
units::inverse<units::seconds>>>;
/**
* Create a state-space model of the elevator system. The states of the system
* are [position, velocity]ᵀ, inputs are [voltage], and outputs are [position,
* velocity]ᵀ.
*
* @param motor The motor (or gearbox) attached to the carriage.
* @param mass The mass of the elevator carriage, in kilograms.
* @param radius The radius of the elevator's driving drum, in meters.
* @param gearing Gear ratio from motor to carriage.
* @throws std::domain_error if mass <= 0, radius <= 0, or gearing <= 0.
*/
static constexpr LinearSystem<2, 1, 2> ElevatorSystem(DCMotor motor,
units::kilogram_t mass,
units::meter_t radius,
double gearing) {
if (mass <= 0_kg) {
throw std::domain_error("mass must be greater than zero.");
}
if (radius <= 0_m) {
throw std::domain_error("radius must be greater than zero.");
}
if (gearing <= 0.0) {
throw std::domain_error("gearing must be greater than zero.");
}
Matrixd<2, 2> A{
{0.0, 1.0},
{0.0, (-gcem::pow(gearing, 2) * motor.Kt /
(motor.R * units::math::pow<2>(radius) * mass * motor.Kv))
.value()}};
Matrixd<2, 1> B{{0.0},
{(gearing * motor.Kt / (motor.R * radius * mass)).value()}};
Matrixd<2, 2> C{{1.0, 0.0}, {0.0, 1.0}};
Matrixd<2, 1> D{{0.0}, {0.0}};
return LinearSystem<2, 1, 2>(A, B, C, D);
}
/**
* Create a state-space model of a single-jointed arm system.The states of the
* system are [angle, angular velocity]ᵀ, inputs are [voltage], and outputs
* are [angle, angular velocity]ᵀ.
*
* @param motor The motor (or gearbox) attached to the arm.
* @param J The moment of inertia J of the arm.
* @param gearing Gear ratio from motor to arm.
* @throws std::domain_error if J <= 0 or gearing <= 0.
*/
static constexpr LinearSystem<2, 1, 2> SingleJointedArmSystem(
DCMotor motor, units::kilogram_square_meter_t J, double gearing) {
if (J <= 0_kg_sq_m) {
throw std::domain_error("J must be greater than zero.");
}
if (gearing <= 0.0) {
throw std::domain_error("gearing must be greater than zero.");
}
Matrixd<2, 2> A{
{0.0, 1.0},
{0.0, (-gcem::pow(gearing, 2) * motor.Kt / (motor.Kv * motor.R * J))
.value()}};
Matrixd<2, 1> B{{0.0}, {(gearing * motor.Kt / (motor.R * J)).value()}};
Matrixd<2, 2> C{{1.0, 0.0}, {0.0, 1.0}};
Matrixd<2, 1> D{{0.0}, {0.0}};
return LinearSystem<2, 1, 2>(A, B, C, D);
}
/**
* Create a state-space model for a 1 DOF velocity system from its kV
* (volts/(unit/sec)) and kA (volts/(unit/sec²)). These constants can be
* found using SysId. The states of the system are [velocity], inputs are
* [voltage], and outputs are [velocity].
*
* You MUST use an SI unit (i.e. meters or radians) for the Distance template
* argument. You may still use non-SI units (such as feet or inches) for the
* actual method arguments; they will automatically be converted to SI
* internally.
*
* The parameters provided by the user are from this feedforward model:
*
* u = K_v v + K_a a
*
* @param kV The velocity gain, in volts/(unit/sec).
* @param kA The acceleration gain, in volts/(unit/sec²).
* @throws std::domain_error if kV < 0 or kA <= 0.
* @see <a
* href="https://github.com/wpilibsuite/sysid">https://github.com/wpilibsuite/sysid</a>
*/
template <typename Distance>
requires std::same_as<units::meter, Distance> ||
std::same_as<units::radian, Distance>
static constexpr LinearSystem<1, 1, 1> IdentifyVelocitySystem(
decltype(1_V / Velocity_t<Distance>(1)) kV,
decltype(1_V / Acceleration_t<Distance>(1)) kA) {
if (kV < decltype(kV){0}) {
throw std::domain_error("Kv must be greater than or equal to zero.");
}
if (kA <= decltype(kA){0}) {
throw std::domain_error("Ka must be greater than zero.");
}
Matrixd<1, 1> A{{-kV.value() / kA.value()}};
Matrixd<1, 1> B{{1.0 / kA.value()}};
Matrixd<1, 1> C{{1.0}};
Matrixd<1, 1> D{{0.0}};
return LinearSystem<1, 1, 1>(A, B, C, D);
}
/**
* Create a state-space model for a 1 DOF position system from its kV
* (volts/(unit/sec)) and kA (volts/(unit/sec²)). These constants can be
* found using SysId. the states of the system are [position, velocity]ᵀ,
* inputs are [voltage], and outputs are [position, velocity]ᵀ.
*
* You MUST use an SI unit (i.e. meters or radians) for the Distance template
* argument. You may still use non-SI units (such as feet or inches) for the
* actual method arguments; they will automatically be converted to SI
* internally.
*
* The parameters provided by the user are from this feedforward model:
*
* u = K_v v + K_a a
*
* @param kV The velocity gain, in volts/(unit/sec).
* @param kA The acceleration gain, in volts/(unit/sec²).
*
* @throws std::domain_error if kV < 0 or kA <= 0.
* @see <a
* href="https://github.com/wpilibsuite/sysid">https://github.com/wpilibsuite/sysid</a>
*/
template <typename Distance>
requires std::same_as<units::meter, Distance> ||
std::same_as<units::radian, Distance>
static constexpr LinearSystem<2, 1, 2> IdentifyPositionSystem(
decltype(1_V / Velocity_t<Distance>(1)) kV,
decltype(1_V / Acceleration_t<Distance>(1)) kA) {
if (kV < decltype(kV){0}) {
throw std::domain_error("Kv must be greater than or equal to zero.");
}
if (kA <= decltype(kA){0}) {
throw std::domain_error("Ka must be greater than zero.");
}
Matrixd<2, 2> A{{0.0, 1.0}, {0.0, -kV.value() / kA.value()}};
Matrixd<2, 1> B{{0.0}, {1.0 / kA.value()}};
Matrixd<2, 2> C{{1.0, 0.0}, {0.0, 1.0}};
Matrixd<2, 1> D{{0.0}, {0.0}};
return LinearSystem<2, 1, 2>(A, B, C, D);
}
/**
* Identify a differential drive drivetrain given the drivetrain's kV and kA
* in both linear {(volts/(meter/sec), (volts/(meter/sec²))} and angular
* {(volts/(radian/sec), (volts/(radian/sec²))} cases. These constants can be
* found using SysId.
*
* States: [[left velocity], [right velocity]]<br>
* Inputs: [[left voltage], [right voltage]]<br>
* Outputs: [[left velocity], [right velocity]]
*
* @param kVLinear The linear velocity gain in volts per (meters per second).
* @param kALinear The linear acceleration gain in volts per (meters per
* second squared).
* @param kVAngular The angular velocity gain in volts per (meters per
* second).
* @param kAAngular The angular acceleration gain in volts per (meters per
* second squared).
* @throws domain_error if kVLinear <= 0, kALinear <= 0, kVAngular <= 0,
* or kAAngular <= 0.
* @see <a
* href="https://github.com/wpilibsuite/sysid">https://github.com/wpilibsuite/sysid</a>
*/
static constexpr LinearSystem<2, 2, 2> IdentifyDrivetrainSystem(
decltype(1_V / 1_mps) kVLinear, decltype(1_V / 1_mps_sq) kALinear,
decltype(1_V / 1_mps) kVAngular, decltype(1_V / 1_mps_sq) kAAngular) {
if (kVLinear <= decltype(kVLinear){0}) {
throw std::domain_error("Kv,linear must be greater than zero.");
}
if (kALinear <= decltype(kALinear){0}) {
throw std::domain_error("Ka,linear must be greater than zero.");
}
if (kVAngular <= decltype(kVAngular){0}) {
throw std::domain_error("Kv,angular must be greater than zero.");
}
if (kAAngular <= decltype(kAAngular){0}) {
throw std::domain_error("Ka,angular must be greater than zero.");
}
double A1 = -(kVLinear.value() / kALinear.value() +
kVAngular.value() / kAAngular.value());
double A2 = -(kVLinear.value() / kALinear.value() -
kVAngular.value() / kAAngular.value());
double B1 = 1.0 / kALinear.value() + 1.0 / kAAngular.value();
double B2 = 1.0 / kALinear.value() - 1.0 / kAAngular.value();
A1 /= 2.0;
A2 /= 2.0;
B1 /= 2.0;
B2 /= 2.0;
Matrixd<2, 2> A{{A1, A2}, {A2, A1}};
Matrixd<2, 2> B{{B1, B2}, {B2, B1}};
Matrixd<2, 2> C{{1.0, 0.0}, {0.0, 1.0}};
Matrixd<2, 2> D{{0.0, 0.0}, {0.0, 0.0}};
return LinearSystem<2, 2, 2>(A, B, C, D);
}
/**
* Identify a differential drive drivetrain given the drivetrain's kV and kA
* in both linear {(volts/(meter/sec)), (volts/(meter/sec²))} and angular
* {(volts/(radian/sec)), (volts/(radian/sec²))} cases. This can be found
* using SysId.
*
* States: [[left velocity], [right velocity]]<br>
* Inputs: [[left voltage], [right voltage]]<br>
* Outputs: [[left velocity], [right velocity]]
*
* @param kVLinear The linear velocity gain in volts per (meters per
* second).
* @param kALinear The linear acceleration gain in volts per (meters per
* second squared).
* @param kVAngular The angular velocity gain in volts per (radians per
* second).
* @param kAAngular The angular acceleration gain in volts per (radians per
* second squared).
* @param trackwidth The distance between the differential drive's left and
* right wheels, in meters.
* @throws domain_error if kVLinear <= 0, kALinear <= 0, kVAngular <= 0,
* kAAngular <= 0, or trackwidth <= 0.
* @see <a
* href="https://github.com/wpilibsuite/sysid">https://github.com/wpilibsuite/sysid</a>
*/
static constexpr LinearSystem<2, 2, 2> IdentifyDrivetrainSystem(
decltype(1_V / 1_mps) kVLinear, decltype(1_V / 1_mps_sq) kALinear,
decltype(1_V / 1_rad_per_s) kVAngular,
decltype(1_V / 1_rad_per_s_sq) kAAngular, units::meter_t trackwidth) {
if (kVLinear <= decltype(kVLinear){0}) {
throw std::domain_error("Kv,linear must be greater than zero.");
}
if (kALinear <= decltype(kALinear){0}) {
throw std::domain_error("Ka,linear must be greater than zero.");
}
if (kVAngular <= decltype(kVAngular){0}) {
throw std::domain_error("Kv,angular must be greater than zero.");
}
if (kAAngular <= decltype(kAAngular){0}) {
throw std::domain_error("Ka,angular must be greater than zero.");
}
if (trackwidth <= 0_m) {
throw std::domain_error("r must be greater than zero.");
}
// We want to find a factor to include in Kv,angular that will convert
// `u = Kv,angular omega` to `u = Kv,angular v`.
//
// v = omega r
// omega = v/r
// omega = 1/r v
// omega = 1/(trackwidth/2) v
// omega = 2/trackwidth v
//
// So multiplying by 2/trackwidth converts the angular gains from V/(rad/s)
// to V/(m/s).
return IdentifyDrivetrainSystem(kVLinear, kALinear,
kVAngular * 2.0 / trackwidth * 1_rad,
kAAngular * 2.0 / trackwidth * 1_rad);
}
/**
* Create a state-space model of a flywheel system, the states of the system
* are [angular velocity], inputs are [voltage], and outputs are [angular
* velocity].
*
* @param motor The motor (or gearbox) attached to the flywheel.
* @param J The moment of inertia J of the flywheel.
* @param gearing Gear ratio from motor to flywheel.
* @throws std::domain_error if J <= 0 or gearing <= 0.
*/
static constexpr LinearSystem<1, 1, 1> FlywheelSystem(
DCMotor motor, units::kilogram_square_meter_t J, double gearing) {
if (J <= 0_kg_sq_m) {
throw std::domain_error("J must be greater than zero.");
}
if (gearing <= 0.0) {
throw std::domain_error("gearing must be greater than zero.");
}
Matrixd<1, 1> A{
{(-gcem::pow(gearing, 2) * motor.Kt / (motor.Kv * motor.R * J))
.value()}};
Matrixd<1, 1> B{{(gearing * motor.Kt / (motor.R * J)).value()}};
Matrixd<1, 1> C{{1.0}};
Matrixd<1, 1> D{{0.0}};
return LinearSystem<1, 1, 1>(A, B, C, D);
}
/**
* Create a state-space model of a DC motor system. The states of the system
* are [angular position, angular velocity]ᵀ, inputs are [voltage], and
* outputs are [angular position, angular velocity]ᵀ.
*
* @param motor The motor (or gearbox) attached to the system.
* @param J the moment of inertia J of the DC motor.
* @param gearing Gear ratio from motor to output.
* @throws std::domain_error if J <= 0 or gearing <= 0.
* @see <a
* href="https://github.com/wpilibsuite/sysid">https://github.com/wpilibsuite/sysid</a>
*/
static constexpr LinearSystem<2, 1, 2> DCMotorSystem(
DCMotor motor, units::kilogram_square_meter_t J, double gearing) {
if (J <= 0_kg_sq_m) {
throw std::domain_error("J must be greater than zero.");
}
if (gearing <= 0.0) {
throw std::domain_error("gearing must be greater than zero.");
}
Matrixd<2, 2> A{
{0.0, 1.0},
{0.0, (-gcem::pow(gearing, 2) * motor.Kt / (motor.Kv * motor.R * J))
.value()}};
Matrixd<2, 1> B{{0.0}, {(gearing * motor.Kt / (motor.R * J)).value()}};
Matrixd<2, 2> C{{1.0, 0.0}, {0.0, 1.0}};
Matrixd<2, 1> D{{0.0}, {0.0}};
return LinearSystem<2, 1, 2>(A, B, C, D);
}
/**
* Create a state-space model of a DC motor system from its kV
* (volts/(unit/sec)) and kA (volts/(unit/sec²)). These constants can be
* found using SysId. the states of the system are [angular position, angular
* velocity]ᵀ, inputs are [voltage], and outputs are [angular position,
* angular velocity]ᵀ.
*
* You MUST use an SI unit (i.e. meters or radians) for the Distance template
* argument. You may still use non-SI units (such as feet or inches) for the
* actual method arguments; they will automatically be converted to SI
* internally.
*
* The parameters provided by the user are from this feedforward model:
*
* u = K_v v + K_a a
*
* @param kV The velocity gain, in volts/(unit/sec).
* @param kA The acceleration gain, in volts/(unit/sec²).
*
* @throws std::domain_error if kV < 0 or kA <= 0.
*/
template <typename Distance>
requires std::same_as<units::meter, Distance> ||
std::same_as<units::radian, Distance>
static constexpr LinearSystem<2, 1, 2> DCMotorSystem(
decltype(1_V / Velocity_t<Distance>(1)) kV,
decltype(1_V / Acceleration_t<Distance>(1)) kA) {
if (kV < decltype(kV){0}) {
throw std::domain_error("Kv must be greater than or equal to zero.");
}
if (kA <= decltype(kA){0}) {
throw std::domain_error("Ka must be greater than zero.");
}
Matrixd<2, 2> A{{0.0, 1.0}, {0.0, -kV.value() / kA.value()}};
Matrixd<2, 1> B{0.0, 1.0 / kA.value()};
Matrixd<2, 2> C{{1.0, 0.0}, {0.0, 1.0}};
Matrixd<2, 1> D{{0.0}, {0.0}};
return LinearSystem<2, 1, 2>(A, B, C, D);
}
/**
* Create a state-space model of differential drive drivetrain. In this model,
* the states are [left velocity, right velocity]ᵀ, the inputs are [left
* voltage, right voltage], and the outputs are [left velocity, right
* velocity]ᵀ.
*
* @param motor The motor (or gearbox) driving the drivetrain.
* @param mass The mass of the robot in kilograms.
* @param r The radius of the wheels in meters.
* @param rb The radius of the base (half of the trackwidth), in meters.
* @param J The moment of inertia of the robot.
* @param gearing Gear ratio from motor to wheel.
* @throws std::domain_error if mass <= 0, r <= 0, rb <= 0, J <= 0, or
* gearing <= 0.
*/
static constexpr LinearSystem<2, 2, 2> DrivetrainVelocitySystem(
const DCMotor& motor, units::kilogram_t mass, units::meter_t r,
units::meter_t rb, units::kilogram_square_meter_t J, double gearing) {
if (mass <= 0_kg) {
throw std::domain_error("mass must be greater than zero.");
}
if (r <= 0_m) {
throw std::domain_error("r must be greater than zero.");
}
if (rb <= 0_m) {
throw std::domain_error("rb must be greater than zero.");
}
if (J <= 0_kg_sq_m) {
throw std::domain_error("J must be greater than zero.");
}
if (gearing <= 0.0) {
throw std::domain_error("gearing must be greater than zero.");
}
auto C1 = -gcem::pow(gearing, 2) * motor.Kt /
(motor.Kv * motor.R * units::math::pow<2>(r));
auto C2 = gearing * motor.Kt / (motor.R * r);
Matrixd<2, 2> A{{((1 / mass + units::math::pow<2>(rb) / J) * C1).value(),
((1 / mass - units::math::pow<2>(rb) / J) * C1).value()},
{((1 / mass - units::math::pow<2>(rb) / J) * C1).value(),
((1 / mass + units::math::pow<2>(rb) / J) * C1).value()}};
Matrixd<2, 2> B{{((1 / mass + units::math::pow<2>(rb) / J) * C2).value(),
((1 / mass - units::math::pow<2>(rb) / J) * C2).value()},
{((1 / mass - units::math::pow<2>(rb) / J) * C2).value(),
((1 / mass + units::math::pow<2>(rb) / J) * C2).value()}};
Matrixd<2, 2> C{{1.0, 0.0}, {0.0, 1.0}};
Matrixd<2, 2> D{{0.0, 0.0}, {0.0, 0.0}};
return LinearSystem<2, 2, 2>(A, B, C, D);
}
};
} // namespace frc