[wpimath] Position Delta Odometry for Swerve (#4493)

This commit is contained in:
Jordan McMichael
2022-10-25 15:28:36 -04:00
committed by GitHub
parent fe400f68c5
commit 4170ec6107
35 changed files with 1508 additions and 277 deletions

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@@ -8,20 +8,27 @@
#include "frc/estimator/SwerveDrivePoseEstimator.h"
#include "frc/geometry/Pose2d.h"
#include "frc/kinematics/SwerveDriveKinematics.h"
#include "frc/kinematics/SwerveDriveOdometry.h"
#include "frc/trajectory/TrajectoryGenerator.h"
#include "gtest/gtest.h"
TEST(SwerveDrivePoseEstimatorTest, Accuracy) {
TEST(SwerveDrivePoseEstimatorTest, AccuracyFacingTrajectory) {
frc::SwerveDriveKinematics<4> kinematics{
frc::Translation2d{1_m, 1_m}, frc::Translation2d{1_m, -1_m},
frc::Translation2d{-1_m, -1_m}, frc::Translation2d{-1_m, 1_m}};
frc::SwerveDrivePoseEstimator<4> estimator{
frc::Rotation2d{}, frc::Pose2d{}, kinematics,
{0.1, 0.1, 0.1}, {0.05}, {0.1, 0.1, 0.1}};
frc::SwerveModulePosition fl;
frc::SwerveModulePosition fr;
frc::SwerveModulePosition bl;
frc::SwerveModulePosition br;
frc::SwerveDriveOdometry<4> odometry{kinematics, frc::Rotation2d{}};
frc::SwerveDrivePoseEstimator<4> estimator{
frc::Rotation2d{},
frc::Pose2d{},
{fl, fr, bl, br},
kinematics,
{0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1},
{0.05, 0.05, 0.05, 0.05, 0.05},
{0.1, 0.1, 0.1}};
frc::Trajectory trajectory = frc::TrajectoryGenerator::GenerateTrajectory(
std::vector{frc::Pose2d{0_m, 0_m, 45_deg}, frc::Pose2d{3_m, 0_m, -90_deg},
@@ -54,10 +61,9 @@ TEST(SwerveDrivePoseEstimatorTest, Accuracy) {
}
lastVisionPose =
groundTruthState.pose +
frc::Transform2d{
frc::Translation2d{distribution(generator) * 0.1_m,
distribution(generator) * 0.1_m},
frc::Rotation2d{distribution(generator) * 0.1 * 1_rad}};
frc::Transform2d{frc::Translation2d{distribution(generator) * 0.1_m,
distribution(generator) * 0.1_m},
frc::Rotation2d{distribution(generator) * 0.1_rad}};
visionPoses.push_back(lastVisionPose);
lastVisionUpdateTime = t;
}
@@ -66,11 +72,116 @@ TEST(SwerveDrivePoseEstimatorTest, Accuracy) {
{groundTruthState.velocity, 0_mps,
groundTruthState.velocity * groundTruthState.curvature});
fl.distance += moduleStates[0].speed * dt;
fr.distance += moduleStates[1].speed * dt;
bl.distance += moduleStates[2].speed * dt;
br.distance += moduleStates[3].speed * dt;
fl.angle = moduleStates[0].angle;
fr.angle = moduleStates[1].angle;
bl.angle = moduleStates[2].angle;
br.angle = moduleStates[3].angle;
auto xhat = estimator.UpdateWithTime(
t,
groundTruthState.pose.Rotation() +
frc::Rotation2d{distribution(generator) * 0.05_rad},
moduleStates[0], moduleStates[1], moduleStates[2], moduleStates[3]);
moduleStates, {fl, fr, bl, br});
double error = groundTruthState.pose.Translation()
.Distance(xhat.Translation())
.value();
if (error > maxError) {
maxError = error;
}
errorSum += error;
t += dt;
}
EXPECT_LT(errorSum / (trajectory.TotalTime().value() / dt.value()), 0.05);
EXPECT_LT(maxError, 0.125);
}
TEST(SwerveDrivePoseEstimatorTest, AccuracyFacingXAxis) {
frc::SwerveDriveKinematics<4> kinematics{
frc::Translation2d{1_m, 1_m}, frc::Translation2d{1_m, -1_m},
frc::Translation2d{-1_m, -1_m}, frc::Translation2d{-1_m, 1_m}};
frc::SwerveModulePosition fl;
frc::SwerveModulePosition fr;
frc::SwerveModulePosition bl;
frc::SwerveModulePosition br;
frc::SwerveDrivePoseEstimator<4> estimator{
frc::Rotation2d{},
frc::Pose2d{},
{fl, fr, bl, br},
kinematics,
{0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1},
{0.05, 0.05, 0.05, 0.05, 0.05},
{0.1, 0.1, 0.1}};
frc::Trajectory trajectory = frc::TrajectoryGenerator::GenerateTrajectory(
std::vector{frc::Pose2d{0_m, 0_m, 45_deg}, frc::Pose2d{3_m, 0_m, -90_deg},
frc::Pose2d{0_m, 0_m, 135_deg},
frc::Pose2d{-3_m, 0_m, -90_deg},
frc::Pose2d{0_m, 0_m, 45_deg}},
frc::TrajectoryConfig(5.0_mps, 2.0_mps_sq));
std::default_random_engine generator;
std::normal_distribution<double> distribution(0.0, 1.0);
units::second_t dt = 0.02_s;
units::second_t t = 0_s;
units::second_t kVisionUpdateRate = 0.1_s;
frc::Pose2d lastVisionPose;
units::second_t lastVisionUpdateTime{-std::numeric_limits<double>::max()};
std::vector<frc::Pose2d> visionPoses;
double maxError = -std::numeric_limits<double>::max();
double errorSum = 0;
while (t < trajectory.TotalTime()) {
frc::Trajectory::State groundTruthState = trajectory.Sample(t);
if (lastVisionUpdateTime + kVisionUpdateRate < t) {
if (lastVisionPose != frc::Pose2d{}) {
estimator.AddVisionMeasurement(lastVisionPose, lastVisionUpdateTime);
}
lastVisionPose =
groundTruthState.pose +
frc::Transform2d{frc::Translation2d{distribution(generator) * 0.1_m,
distribution(generator) * 0.1_m},
frc::Rotation2d{distribution(generator) * 0.1_rad}};
visionPoses.push_back(lastVisionPose);
lastVisionUpdateTime = t;
}
auto moduleStates = kinematics.ToSwerveModuleStates(
{groundTruthState.velocity * groundTruthState.pose.Rotation().Cos(),
groundTruthState.velocity * groundTruthState.pose.Rotation().Sin(),
0_rad_per_s});
fl.distance += groundTruthState.velocity * dt +
0.5 * groundTruthState.acceleration * dt * dt;
fr.distance += groundTruthState.velocity * dt +
0.5 * groundTruthState.acceleration * dt * dt;
bl.distance += groundTruthState.velocity * dt +
0.5 * groundTruthState.acceleration * dt * dt;
br.distance += groundTruthState.velocity * dt +
0.5 * groundTruthState.acceleration * dt * dt;
fl.angle = groundTruthState.pose.Rotation();
fr.angle = groundTruthState.pose.Rotation();
bl.angle = groundTruthState.pose.Rotation();
br.angle = groundTruthState.pose.Rotation();
auto xhat = estimator.UpdateWithTime(
t, frc::Rotation2d{distribution(generator) * 0.05_rad}, moduleStates,
{fl, fr, bl, br});
double error = groundTruthState.pose.Translation()
.Distance(xhat.Translation())
.value();

View File

@@ -49,6 +49,16 @@ TEST_F(SwerveDriveKinematicsTest, StraightLineForwardKinematics) {
EXPECT_NEAR(chassisSpeeds.omega.value(), 0.0, kEpsilon);
}
TEST_F(SwerveDriveKinematicsTest, StraightLineForwardKinematicsWithDeltas) {
SwerveModulePosition delta{5.0_m, 0_deg};
auto twist = m_kinematics.ToTwist2d(delta, delta, delta, delta);
EXPECT_NEAR(twist.dx.value(), 5.0, kEpsilon);
EXPECT_NEAR(twist.dy.value(), 0.0, kEpsilon);
EXPECT_NEAR(twist.dtheta.value(), 0.0, kEpsilon);
}
TEST_F(SwerveDriveKinematicsTest, StraightStrafeInverseKinematics) {
ChassisSpeeds speeds{0_mps, 5_mps, 0_rad_per_s};
auto [fl, fr, bl, br] = m_kinematics.ToSwerveModuleStates(speeds);
@@ -73,6 +83,16 @@ TEST_F(SwerveDriveKinematicsTest, StraightStrafeForwardKinematics) {
EXPECT_NEAR(chassisSpeeds.omega.value(), 0.0, kEpsilon);
}
TEST_F(SwerveDriveKinematicsTest, StraightStrafeForwardKinematicsWithDeltas) {
SwerveModulePosition delta{5_m, 90_deg};
auto twist = m_kinematics.ToTwist2d(delta, delta, delta, delta);
EXPECT_NEAR(twist.dx.value(), 0.0, kEpsilon);
EXPECT_NEAR(twist.dy.value(), 5.0, kEpsilon);
EXPECT_NEAR(twist.dtheta.value(), 0.0, kEpsilon);
}
TEST_F(SwerveDriveKinematicsTest, TurnInPlaceInverseKinematics) {
ChassisSpeeds speeds{0_mps, 0_mps,
units::radians_per_second_t{2 * std::numbers::pi}};
@@ -119,6 +139,19 @@ TEST_F(SwerveDriveKinematicsTest, TurnInPlaceForwardKinematics) {
EXPECT_NEAR(chassisSpeeds.omega.value(), 2 * std::numbers::pi, kEpsilon);
}
TEST_F(SwerveDriveKinematicsTest, TurnInPlaceForwardKinematicsWithDeltas) {
SwerveModulePosition fl{106.629_m, 135_deg};
SwerveModulePosition fr{106.629_m, 45_deg};
SwerveModulePosition bl{106.629_m, -135_deg};
SwerveModulePosition br{106.629_m, -45_deg};
auto twist = m_kinematics.ToTwist2d(fl, fr, bl, br);
EXPECT_NEAR(twist.dx.value(), 0.0, kEpsilon);
EXPECT_NEAR(twist.dy.value(), 0.0, kEpsilon);
EXPECT_NEAR(twist.dtheta.value(), 2 * std::numbers::pi, kEpsilon);
}
TEST_F(SwerveDriveKinematicsTest, OffCenterCORRotationInverseKinematics) {
ChassisSpeeds speeds{0_mps, 0_mps,
units::radians_per_second_t{2 * std::numbers::pi}};
@@ -148,6 +181,20 @@ TEST_F(SwerveDriveKinematicsTest, OffCenterCORRotationForwardKinematics) {
EXPECT_NEAR(chassisSpeeds.omega.value(), 2 * std::numbers::pi, kEpsilon);
}
TEST_F(SwerveDriveKinematicsTest,
OffCenterCORRotationForwardKinematicsWithDeltas) {
SwerveModulePosition fl{0.0_m, 0_deg};
SwerveModulePosition fr{150.796_m, 0_deg};
SwerveModulePosition bl{150.796_m, -90_deg};
SwerveModulePosition br{213.258_m, -45_deg};
auto twist = m_kinematics.ToTwist2d(fl, fr, bl, br);
EXPECT_NEAR(twist.dx.value(), 75.398, kEpsilon);
EXPECT_NEAR(twist.dy.value(), -75.398, kEpsilon);
EXPECT_NEAR(twist.dtheta.value(), 2 * std::numbers::pi, kEpsilon);
}
TEST_F(SwerveDriveKinematicsTest,
OffCenterCORRotationAndTranslationInverseKinematics) {
ChassisSpeeds speeds{0_mps, 3.0_mps, 1.5_rad_per_s};
@@ -179,6 +226,20 @@ TEST_F(SwerveDriveKinematicsTest,
EXPECT_NEAR(chassisSpeeds.omega.value(), 1.5, kEpsilon);
}
TEST_F(SwerveDriveKinematicsTest,
OffCenterCORRotationAndTranslationForwardKinematicsWithDeltas) {
SwerveModulePosition fl{23.43_m, -140.19_deg};
SwerveModulePosition fr{23.43_m, -39.81_deg};
SwerveModulePosition bl{54.08_m, -109.44_deg};
SwerveModulePosition br{54.08_m, -70.56_deg};
auto twist = m_kinematics.ToTwist2d(fl, fr, bl, br);
EXPECT_NEAR(twist.dx.value(), 0.0, kEpsilon);
EXPECT_NEAR(twist.dy.value(), -33.0, kEpsilon);
EXPECT_NEAR(twist.dtheta.value(), 1.5, kEpsilon);
}
TEST_F(SwerveDriveKinematicsTest, Desaturate) {
SwerveModuleState state1{5.0_mps, 0_deg};
SwerveModuleState state2{6.0_mps, 0_deg};

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@@ -2,8 +2,14 @@
// 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.
#include <limits>
#include <random>
#include "frc/kinematics/SwerveDriveKinematics.h"
#include "frc/kinematics/SwerveDriveOdometry.h"
#include "frc/trajectory/Trajectory.h"
#include "frc/trajectory/TrajectoryConfig.h"
#include "frc/trajectory/TrajectoryGenerator.h"
#include "gtest/gtest.h"
using namespace frc;
@@ -18,18 +24,19 @@ class SwerveDriveOdometryTest : public ::testing::Test {
Translation2d m_br{-12_m, -12_m};
SwerveDriveKinematics<4> m_kinematics{m_fl, m_fr, m_bl, m_br};
SwerveDriveOdometry<4> m_odometry{m_kinematics, 0_rad};
SwerveModulePosition zero;
SwerveDriveOdometry<4> m_odometry{
m_kinematics, 0_rad, {zero, zero, zero, zero}};
};
TEST_F(SwerveDriveOdometryTest, TwoIterations) {
SwerveModuleState state{5_mps, 0_deg};
SwerveModulePosition position{0.5_m, 0_deg};
m_odometry.ResetPosition(Pose2d{}, 0_rad);
m_odometry.UpdateWithTime(0_s, 0_deg, SwerveModuleState{},
SwerveModuleState{}, SwerveModuleState{},
SwerveModuleState{});
auto pose =
m_odometry.UpdateWithTime(0.1_s, 0_deg, state, state, state, state);
m_odometry.ResetPosition(Pose2d{}, 0_rad, zero, zero, zero, zero);
m_odometry.Update(0_deg, zero, zero, zero, zero);
auto pose = m_odometry.Update(0_deg, position, position, position, position);
EXPECT_NEAR(0.5, pose.X().value(), kEpsilon);
EXPECT_NEAR(0.0, pose.Y().value(), kEpsilon);
@@ -37,16 +44,13 @@ TEST_F(SwerveDriveOdometryTest, TwoIterations) {
}
TEST_F(SwerveDriveOdometryTest, 90DegreeTurn) {
SwerveModuleState fl{18.85_mps, 90_deg};
SwerveModuleState fr{42.15_mps, 26.565_deg};
SwerveModuleState bl{18.85_mps, -90_deg};
SwerveModuleState br{42.15_mps, -26.565_deg};
SwerveModulePosition fl{18.85_m, 90_deg};
SwerveModulePosition fr{42.15_m, 26.565_deg};
SwerveModulePosition bl{18.85_m, -90_deg};
SwerveModulePosition br{42.15_m, -26.565_deg};
SwerveModuleState zero{0_mps, 0_deg};
m_odometry.ResetPosition(Pose2d{}, 0_rad);
m_odometry.UpdateWithTime(0_s, 0_deg, zero, zero, zero, zero);
auto pose = m_odometry.UpdateWithTime(1_s, 90_deg, fl, fr, bl, br);
m_odometry.ResetPosition(Pose2d{}, 0_rad, zero, zero, zero, zero);
auto pose = m_odometry.Update(90_deg, fl, fr, bl, br);
EXPECT_NEAR(12.0, pose.X().value(), kEpsilon);
EXPECT_NEAR(12.0, pose.Y().value(), kEpsilon);
@@ -54,17 +58,139 @@ TEST_F(SwerveDriveOdometryTest, 90DegreeTurn) {
}
TEST_F(SwerveDriveOdometryTest, GyroAngleReset) {
m_odometry.ResetPosition(Pose2d{}, 90_deg);
m_odometry.ResetPosition(Pose2d{}, 90_deg, zero, zero, zero, zero);
SwerveModuleState state{5_mps, 0_deg};
SwerveModulePosition position{0.5_m, 0_deg};
m_odometry.UpdateWithTime(0_s, 90_deg, SwerveModuleState{},
SwerveModuleState{}, SwerveModuleState{},
SwerveModuleState{});
auto pose =
m_odometry.UpdateWithTime(0.1_s, 90_deg, state, state, state, state);
auto pose = m_odometry.Update(90_deg, position, position, position, position);
EXPECT_NEAR(0.5, pose.X().value(), kEpsilon);
EXPECT_NEAR(0.0, pose.Y().value(), kEpsilon);
EXPECT_NEAR(0.0, pose.Rotation().Degrees().value(), kEpsilon);
}
TEST_F(SwerveDriveOdometryTest, AccuracyFacingTrajectory) {
SwerveDriveKinematics<4> kinematics{
Translation2d{1_m, 1_m}, Translation2d{1_m, -1_m},
Translation2d{-1_m, -1_m}, Translation2d{-1_m, 1_m}};
SwerveDriveOdometry<4> odometry{kinematics, 0_rad, {zero, zero, zero, zero}};
SwerveModulePosition fl;
SwerveModulePosition fr;
SwerveModulePosition bl;
SwerveModulePosition br;
Trajectory trajectory = TrajectoryGenerator::GenerateTrajectory(
std::vector{Pose2d{0_m, 0_m, 45_deg}, Pose2d{3_m, 0_m, -90_deg},
Pose2d{0_m, 0_m, 135_deg}, Pose2d{-3_m, 0_m, -90_deg},
Pose2d{0_m, 0_m, 45_deg}},
TrajectoryConfig(5.0_mps, 2.0_mps_sq));
std::default_random_engine generator;
std::normal_distribution<double> distribution(0.0, 1.0);
units::second_t dt = 0.02_s;
units::second_t t = 0_s;
double maxError = -std::numeric_limits<double>::max();
double errorSum = 0;
while (t < trajectory.TotalTime()) {
Trajectory::State groundTruthState = trajectory.Sample(t);
auto moduleStates = kinematics.ToSwerveModuleStates(
{groundTruthState.velocity, 0_mps,
groundTruthState.velocity * groundTruthState.curvature});
fl.distance += moduleStates[0].speed * dt;
fr.distance += moduleStates[1].speed * dt;
bl.distance += moduleStates[2].speed * dt;
br.distance += moduleStates[3].speed * dt;
fl.angle = moduleStates[0].angle;
fr.angle = moduleStates[1].angle;
bl.angle = moduleStates[2].angle;
br.angle = moduleStates[3].angle;
auto xhat =
odometry.Update(groundTruthState.pose.Rotation() +
frc::Rotation2d{distribution(generator) * 0.05_rad},
fl, fr, bl, br);
double error = groundTruthState.pose.Translation()
.Distance(xhat.Translation())
.value();
if (error > maxError) {
maxError = error;
}
errorSum += error;
t += dt;
}
EXPECT_LT(errorSum / (trajectory.TotalTime().value() / dt.value()), 0.05);
EXPECT_LT(maxError, 0.125);
}
TEST_F(SwerveDriveOdometryTest, AccuracyFacingXAxis) {
SwerveDriveKinematics<4> kinematics{
Translation2d{1_m, 1_m}, Translation2d{1_m, -1_m},
Translation2d{-1_m, -1_m}, Translation2d{-1_m, 1_m}};
SwerveDriveOdometry<4> odometry{kinematics, 0_rad, {zero, zero, zero, zero}};
SwerveModulePosition fl;
SwerveModulePosition fr;
SwerveModulePosition bl;
SwerveModulePosition br;
Trajectory trajectory = TrajectoryGenerator::GenerateTrajectory(
std::vector{Pose2d{0_m, 0_m, 45_deg}, Pose2d{3_m, 0_m, -90_deg},
Pose2d{0_m, 0_m, 135_deg}, Pose2d{-3_m, 0_m, -90_deg},
Pose2d{0_m, 0_m, 45_deg}},
TrajectoryConfig(5.0_mps, 2.0_mps_sq));
std::default_random_engine generator;
std::normal_distribution<double> distribution(0.0, 1.0);
units::second_t dt = 0.02_s;
units::second_t t = 0_s;
double maxError = -std::numeric_limits<double>::max();
double errorSum = 0;
while (t < trajectory.TotalTime()) {
Trajectory::State groundTruthState = trajectory.Sample(t);
fl.distance += groundTruthState.velocity * dt +
0.5 * groundTruthState.acceleration * dt * dt;
fr.distance += groundTruthState.velocity * dt +
0.5 * groundTruthState.acceleration * dt * dt;
bl.distance += groundTruthState.velocity * dt +
0.5 * groundTruthState.acceleration * dt * dt;
br.distance += groundTruthState.velocity * dt +
0.5 * groundTruthState.acceleration * dt * dt;
fl.angle = groundTruthState.pose.Rotation();
fr.angle = groundTruthState.pose.Rotation();
bl.angle = groundTruthState.pose.Rotation();
br.angle = groundTruthState.pose.Rotation();
auto xhat = odometry.Update(
frc::Rotation2d{distribution(generator) * 0.05_rad}, fl, fr, bl, br);
double error = groundTruthState.pose.Translation()
.Distance(xhat.Translation())
.value();
if (error > maxError) {
maxError = error;
}
errorSum += error;
t += dt;
}
EXPECT_LT(errorSum / (trajectory.TotalTime().value() / dt.value()), 0.06);
EXPECT_LT(maxError, 0.125);
}