[wpimath] Add ElevatorFeedforward.calculate(currentV, nextV) overload (#5715)

Co-authored-by: Tyler Veness <calcmogul@gmail.com>
This commit is contained in:
narmstro2020
2023-10-09 11:16:45 -04:00
committed by GitHub
parent a789632052
commit faa1e665ba
4 changed files with 122 additions and 0 deletions

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@@ -4,6 +4,10 @@
package edu.wpi.first.math.controller;
import edu.wpi.first.math.Matrix;
import edu.wpi.first.math.Nat;
import edu.wpi.first.math.system.plant.LinearSystemId;
/**
* A helper class that computes feedforward outputs for a simple elevator (modeled as a motor acting
* against the force of gravity).
@@ -53,6 +57,48 @@ public class ElevatorFeedforward {
return ks * Math.signum(velocity) + kg + kv * velocity + ka * acceleration;
}
/**
* Calculates the feedforward from the gains and setpoints.
*
* <p>Note this method is inaccurate when the velocity crosses 0.
*
* @param currentVelocity The current velocity setpoint.
* @param nextVelocity The next velocity setpoint.
* @param dtSeconds Time between velocity setpoints in seconds.
* @return The computed feedforward.
*/
public double calculate(double currentVelocity, double nextVelocity, double dtSeconds) {
// Discretize the affine model.
//
// dx/dt = Ax + Bu + c
// dx/dt = Ax + B(u + B⁺c)
// xₖ₊₁ = eᴬᵀxₖ + A⁻¹(eᴬᵀ - I)B(uₖ + B⁺cₖ)
// xₖ₊₁ = A_d xₖ + B_d (uₖ + B⁺cₖ)
// xₖ₊₁ = A_d xₖ + B_duₖ + B_d B⁺cₖ
//
// Solve for uₖ.
//
// B_duₖ = xₖ₊₁ A_d xₖ B_d B⁺cₖ
// uₖ = B_d⁺(xₖ₊₁ A_d xₖ B_d B⁺cₖ)
// uₖ = B_d⁺(xₖ₊₁ A_d xₖ) B⁺cₖ
//
// For an elevator with the model
// dx/dt = -Kv/Ka x + 1/Ka u - Kg/Ka - Ks/Ka sgn(x),
// A = -Kv/Ka, B = 1/Ka, and c = -(Kg/Ka + Ks/Ka sgn(x)). Substitute in B
// assuming sgn(x) is a constant for the duration of the step.
//
// uₖ = B_d⁺(xₖ₊₁ A_d xₖ) Ka(-(Kg/Ka + Ks/Ka sgn(x)))
// uₖ = B_d⁺(xₖ₊₁ A_d xₖ) + Ka(Kg/Ka + Ks/Ka sgn(x))
// uₖ = B_d⁺(xₖ₊₁ A_d xₖ) + Kg + Ks sgn(x)
var plant = LinearSystemId.identifyVelocitySystem(this.kv, this.ka);
var feedforward = new LinearPlantInversionFeedforward<>(plant, dtSeconds);
var r = Matrix.mat(Nat.N1(), Nat.N1()).fill(currentVelocity);
var nextR = Matrix.mat(Nat.N1(), Nat.N1()).fill(nextVelocity);
return kg + ks * Math.signum(currentVelocity) + feedforward.calculate(r, nextR).get(0, 0);
}
/**
* Calculates the feedforward from the gains and velocity setpoint (acceleration is assumed to be
* zero).

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@@ -6,6 +6,9 @@
#include <wpi/MathExtras.h>
#include "frc/EigenCore.h"
#include "frc/controller/LinearPlantInversionFeedforward.h"
#include "frc/system/plant/LinearSystemId.h"
#include "units/length.h"
#include "units/time.h"
#include "units/voltage.h"
@@ -54,6 +57,50 @@ class ElevatorFeedforward {
return kS * wpi::sgn(velocity) + kG + kV * velocity + kA * acceleration;
}
/**
* Calculates the feedforward from the gains and setpoints.
*
* @param currentVelocity The current velocity setpoint, in distance per
* second.
* @param nextVelocity The next velocity setpoint, in distance per second.
* @param dt Time between velocity setpoints in seconds.
* @return The computed feedforward, in volts.
*/
units::volt_t Calculate(units::unit_t<Velocity> currentVelocity,
units::unit_t<Velocity> nextVelocity,
units::second_t dt) const {
// Discretize the affine model.
//
// dx/dt = Ax + Bu + c
// dx/dt = Ax + B(u + B⁺c)
// xₖ₊₁ = eᴬᵀxₖ + A⁻¹(eᴬᵀ - I)B(uₖ + B⁺cₖ)
// xₖ₊₁ = A_d xₖ + B_d (uₖ + B⁺cₖ)
// xₖ₊₁ = A_d xₖ + B_duₖ + B_d B⁺cₖ
//
// Solve for uₖ.
//
// B_duₖ = xₖ₊₁ A_d xₖ B_d B⁺cₖ
// uₖ = B_d⁺(xₖ₊₁ A_d xₖ B_d B⁺cₖ)
// uₖ = B_d⁺(xₖ₊₁ A_d xₖ) B⁺cₖ
//
// For an elevator with the model
// dx/dt = -Kv/Ka x + 1/Ka u - Kg/Ka - Ks/Ka sgn(x),
// A = -Kv/Ka, B = 1/Ka, and c = -(Kg/Ka + Ks/Ka sgn(x)). Substitute in B
// assuming sgn(x) is a constant for the duration of the step.
//
// uₖ = B_d⁺(xₖ₊₁ A_d xₖ) Ka(-(Kg/Ka + Ks/Ka sgn(x)))
// uₖ = B_d⁺(xₖ₊₁ A_d xₖ) + Ka(Kg/Ka + Ks/Ka sgn(x))
// uₖ = B_d⁺(xₖ₊₁ A_d xₖ) + Kg + Ks sgn(x)
auto plant = LinearSystemId::IdentifyVelocitySystem<Distance>(kV, kA);
LinearPlantInversionFeedforward<1, 1> feedforward{plant, dt};
Vectord<1> r{currentVelocity.value()};
Vectord<1> nextR{nextVelocity.value()};
return kG + kS * wpi::sgn(currentVelocity.value()) +
units::volt_t{feedforward.Calculate(r, nextR)(0)};
}
// Rearranging the main equation from the calculate() method yields the
// formulas for the methods below:

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@@ -6,6 +6,10 @@ package edu.wpi.first.math.controller;
import static org.junit.jupiter.api.Assertions.assertEquals;
import edu.wpi.first.math.Matrix;
import edu.wpi.first.math.Nat;
import edu.wpi.first.math.VecBuilder;
import edu.wpi.first.math.numbers.N1;
import org.junit.jupiter.api.Test;
class ElevatorFeedforwardTest {
@@ -22,6 +26,18 @@ class ElevatorFeedforwardTest {
assertEquals(4.5, m_elevatorFF.calculate(2), 0.002);
assertEquals(6.5, m_elevatorFF.calculate(2, 1), 0.002);
assertEquals(-0.5, m_elevatorFF.calculate(-2, 1), 0.002);
var A = Matrix.mat(Nat.N1(), Nat.N1()).fill(-kv / ka);
var B = Matrix.mat(Nat.N1(), Nat.N1()).fill(1.0 / ka);
final double dt = 0.02;
var plantInversion = new LinearPlantInversionFeedforward<N1, N1, N1>(A, B, dt);
var r = VecBuilder.fill(2.0);
var nextR = VecBuilder.fill(3.0);
assertEquals(
plantInversion.calculate(r, nextR).get(0, 0) + ks + kg,
m_elevatorFF.calculate(2.0, 3.0, dt),
0.002);
}
@Test

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@@ -6,7 +6,9 @@
#include <gtest/gtest.h>
#include "frc/EigenCore.h"
#include "frc/controller/ElevatorFeedforward.h"
#include "frc/controller/LinearPlantInversionFeedforward.h"
#include "units/acceleration.h"
#include "units/length.h"
#include "units/time.h"
@@ -18,12 +20,23 @@ static constexpr auto Kg = 1_V;
TEST(ElevatorFeedforwardTest, Calculate) {
frc::ElevatorFeedforward elevatorFF{Ks, Kg, Kv, Ka};
EXPECT_NEAR(elevatorFF.Calculate(0_m / 1_s).value(), Kg.value(), 0.002);
EXPECT_NEAR(elevatorFF.Calculate(2_m / 1_s).value(), 4.5, 0.002);
EXPECT_NEAR(elevatorFF.Calculate(2_m / 1_s, 1_m / 1_s / 1_s).value(), 6.5,
0.002);
EXPECT_NEAR(elevatorFF.Calculate(-2_m / 1_s, 1_m / 1_s / 1_s).value(), -0.5,
0.002);
frc::Matrixd<1, 1> A{-Kv.value() / Ka.value()};
frc::Matrixd<1, 1> B{1.0 / Ka.value()};
constexpr units::second_t dt = 20_ms;
frc::LinearPlantInversionFeedforward<1, 1> plantInversion{A, B, dt};
frc::Vectord<1> r{2.0};
frc::Vectord<1> nextR{3.0};
EXPECT_NEAR(plantInversion.Calculate(r, nextR)(0) + Ks.value() + Kg.value(),
elevatorFF.Calculate(2_mps, 3_mps, dt).value(), 0.002);
}
TEST(ElevatorFeedforwardTest, AchievableVelocity) {