[wpimath] Fix DARE Q decomposition (#5611)

This commit is contained in:
Tyler Veness
2023-09-05 10:48:43 -07:00
committed by GitHub
parent 9b3f7fb548
commit 1a6df6fec6
5 changed files with 49 additions and 8 deletions

View File

@@ -74,12 +74,15 @@ void CheckDARE_ABQ(const Eigen::Matrix<double, States, States>& A,
// Require (A, C) pair be detectable where Q = CᵀC
//
// Q = CᵀC = LDLᵀ
// C = √(D)Lᵀ
// Q = CᵀC = PᵀLDLᵀP
// C = PᵀL√(D)
// C = (PᵀL√(D))ᵀ
{
Eigen::Matrix<double, States, States> C =
Q_ldlt.vectorD().cwiseSqrt().asDiagonal() *
Eigen::Matrix<double, States, States>{Q_ldlt.matrixL().transpose()};
(Q_ldlt.transpositionsP().transpose() *
Eigen::Matrix<double, States, States>{Q_ldlt.matrixL()} *
Q_ldlt.vectorD().cwiseSqrt().asDiagonal())
.transpose();
if (!IsDetectable<States, States>(A, C)) {
std::string msg = fmt::format(

View File

@@ -4,6 +4,7 @@
package edu.wpi.first.math;
import static org.junit.jupiter.api.Assertions.assertDoesNotThrow;
import static org.junit.jupiter.api.Assertions.assertEquals;
import static org.junit.jupiter.api.Assertions.assertThrows;
@@ -312,4 +313,23 @@ class DARETest extends UtilityClassTest<DARE> {
assertThrows(IllegalArgumentException.class, () -> DARE.dare(A, B, Q, R, N));
}
@Test
void testQDecomposition() {
// Ensures the decomposition of Q into CᵀC is correct
var A = new Matrix<>(Nat.N2(), Nat.N2(), new double[] {1.0, 0.0, 0.0, 0.0});
var B = Matrix.eye(Nat.N2());
var R = Matrix.eye(Nat.N2());
// (A, C₁) should be detectable pair
var C_1 = new Matrix<>(Nat.N2(), Nat.N2(), new double[] {0.0, 0.0, 1.0, 0.0});
var Q_1 = C_1.transpose().times(C_1);
assertDoesNotThrow(() -> DARE.dare(A, B, Q_1, R));
// (A, C₂) shouldn't be detectable pair
var C_2 = C_1.transpose();
var Q_2 = C_2.transpose().times(C_2);
assertThrows(IllegalArgumentException.class, () -> DARE.dare(A, B, Q_2, R));
}
}

View File

@@ -148,10 +148,10 @@ class LinearQuadraticRegulatorTest {
assertEquals(0.51182128351092726, K.get(0, 1), 1e-10);
// QRN overload
var Aref = Matrix.mat(Nat.N2(), Nat.N2()).fill(0, 1, 0, -Kv / (Ka * 2.0));
var Aref = Matrix.mat(Nat.N2(), Nat.N2()).fill(0, 1, 0, -Kv / (Ka * 5.0));
var Kimf = getImplicitModelFollowingK(A, B, Q, R, Aref, 0.005);
assertEquals(0.0, Kimf.get(0, 0), 1e-10);
assertEquals(-5.367540084534802e-05, Kimf.get(0, 1), 1e-10);
assertEquals(-6.9190500116751458e-05, Kimf.get(0, 1), 1e-10);
}
@Test

View File

@@ -279,3 +279,21 @@ TEST(DARETest, ACNotDetectable_ABQRN) {
EXPECT_THROW((frc::DARE<2, 2>(A, B, Q, R, N)), std::invalid_argument);
}
TEST(DARETest, QDecomposition) {
// Ensures the decomposition of Q into CᵀC is correct
const Eigen::Matrix2d A{{1.0, 0.0}, {0.0, 0.0}};
const Eigen::Matrix2d B{Eigen::Matrix2d::Identity()};
const Eigen::Matrix2d R{Eigen::Matrix2d::Identity()};
// (A, C₁) should be detectable pair
const Eigen::Matrix2d C_1{{0.0, 0.0}, {1.0, 0.0}};
const Eigen::Matrix2d Q_1 = C_1.transpose() * C_1;
EXPECT_NO_THROW((frc::DARE<2, 2>(A, B, Q_1, R)));
// (A, C₂) shouldn't be detectable pair
const Eigen::Matrix2d C_2 = C_1.transpose();
const Eigen::Matrix2d Q_2 = C_2.transpose() * C_2;
EXPECT_THROW((frc::DARE<2, 2>(A, B, Q_2, R)), std::invalid_argument);
}

View File

@@ -158,10 +158,10 @@ TEST(LinearQuadraticRegulatorTest, MatrixOverloadsWithDoubleIntegrator) {
EXPECT_NEAR(0.51182128351092726, K(0, 1), 1e-10);
// QRN overload
Matrixd<2, 2> Aref{{0, 1}, {0, -Kv / (Ka * 2.0)}};
Matrixd<2, 2> Aref{{0, 1}, {0, -Kv / (Ka * 5.0)}};
Matrixd<1, 2> Kimf = GetImplicitModelFollowingK<2, 1>(A, B, Q, R, Aref, 5_ms);
EXPECT_NEAR(0.0, Kimf(0, 0), 1e-10);
EXPECT_NEAR(-5.367540084534802e-05, Kimf(0, 1), 1e-10);
EXPECT_NEAR(-6.9190500116751458e-05, Kimf(0, 1), 1e-10);
}
TEST(LinearQuadraticRegulatorTest, LatencyCompensate) {