Test PoseExtrapolator (#926)
gaschler
Wally B. Feed
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/*
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* Copyright 2018 The Cartographer Authors
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*
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* Licensed under the Apache License, Version 2.0 (the "License");
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* you may not use this file except in compliance with the License.
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* You may obtain a copy of the License at
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*
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* http://www.apache.org/licenses/LICENSE-2.0
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*
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* Unless required by applicable law or agreed to in writing, software
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* distributed under the License is distributed on an "AS IS" BASIS,
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* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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* See the License for the specific language governing permissions and
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* limitations under the License.
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*/
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#include "cartographer/mapping/pose_extrapolator.h"
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#include "Eigen/Geometry"
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#include "cartographer/common/make_unique.h"
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#include "gtest/gtest.h"
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#include "transform/rigid_transform_test_helpers.h"
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namespace cartographer {
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namespace mapping {
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namespace {
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constexpr double kPoseQueueDuration = 0.5f;
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constexpr double kGravityTimeConstant = 0.1f;
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constexpr double kExtrapolateDuration = 0.1f;
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constexpr double kPrecision = 1e-8;
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constexpr double kExtrapolatePrecision = 1e-2;
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TEST(PoseExtrapolatorDeathTest, IncompleteInitialization) {
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PoseExtrapolator extrapolator(common::FromSeconds(kPoseQueueDuration),
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kGravityTimeConstant);
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common::Time time = common::FromUniversal(123);
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EXPECT_DEATH(extrapolator.EstimateGravityOrientation(time), "");
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EXPECT_DEATH(extrapolator.ExtrapolatePose(time), "");
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Eigen::Vector3d acceleration(0, 0, 9);
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Eigen::Vector3d angular_velocity(0, 0, 0);
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extrapolator.AddImuData(
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sensor::ImuData{time, acceleration, angular_velocity});
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EXPECT_DEATH(extrapolator.EstimateGravityOrientation(time), "");
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EXPECT_DEATH(extrapolator.ExtrapolatePose(time), "");
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}
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TEST(PoseExtrapolatorDeathTest, ExtrapolateInPast) {
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PoseExtrapolator extrapolator(common::FromSeconds(kPoseQueueDuration),
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kGravityTimeConstant);
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common::Time time_present = common::FromUniversal(123);
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transform::Rigid3d pose =
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transform::Rigid3d::Translation(Eigen::Vector3d(0.1, 0.2, 0.3));
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extrapolator.AddPose(time_present, pose);
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extrapolator.EstimateGravityOrientation(time_present);
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EXPECT_THAT(extrapolator.ExtrapolatePose(time_present),
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transform::IsNearly(pose, kPrecision));
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common::Time time_in_past = time_present - common::FromSeconds(10);
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EXPECT_DEATH(extrapolator.EstimateGravityOrientation(time_in_past), "");
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EXPECT_DEATH(extrapolator.ExtrapolatePose(time_in_past), "");
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common::Time time_in_future = time_present + common::FromSeconds(20);
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extrapolator.ExtrapolatePose(time_in_future);
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EXPECT_DEATH(extrapolator.ExtrapolatePose(time_present), "");
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}
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TEST(PoseExtrapolatorTest, EstimateGravityOrientationWithIMU) {
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Eigen::Vector3d initial_gravity_acceleration(1.6, 2.0, 8.0);
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Eigen::Vector3d angular_velocity(0, 0, 0);
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common::Time current_time = common::FromUniversal(123);
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sensor::ImuData imu_data{current_time, initial_gravity_acceleration,
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angular_velocity};
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auto extrapolator = PoseExtrapolator::InitializeWithImu(
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common::FromSeconds(kPoseQueueDuration), kGravityTimeConstant, imu_data);
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Eigen::Quaterniond expected_orientation;
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expected_orientation.setFromTwoVectors(initial_gravity_acceleration,
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Eigen::Vector3d::UnitZ());
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EXPECT_NEAR(0.,
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extrapolator->EstimateGravityOrientation(current_time)
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.angularDistance(expected_orientation),
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kPrecision);
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Eigen::Vector3d gravity_acceleration(1.6, 2.0, 8.0);
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for (int i = 0; i < 10; ++i) {
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current_time += common::FromSeconds(kGravityTimeConstant);
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extrapolator->AddImuData(
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sensor::ImuData{current_time, gravity_acceleration, angular_velocity});
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}
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expected_orientation.setFromTwoVectors(gravity_acceleration,
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Eigen::Vector3d::UnitZ());
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EXPECT_NEAR(0.,
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extrapolator->EstimateGravityOrientation(current_time)
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.angularDistance(expected_orientation),
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kPrecision);
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}
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TEST(PoseExtrapolatorTest, ExtrapolateWithPoses) {
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PoseExtrapolator extrapolator(common::FromSeconds(kPoseQueueDuration),
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kGravityTimeConstant);
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common::Time current_time = common::FromUniversal(123);
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transform::Rigid3d current_pose =
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transform::Rigid3d::Translation(Eigen::Vector3d(0.3, 0.7, 0.2));
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Eigen::Vector3d velocity(0, 0.1, 0);
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Eigen::Vector3d angular_velocity(0.01, 0, 0.1);
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transform::Rigid3d motion_per_second(
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velocity, Eigen::AngleAxisd(angular_velocity.norm(),
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angular_velocity.normalized()));
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extrapolator.AddPose(current_time, current_pose);
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EXPECT_EQ(common::ToUniversal(extrapolator.GetLastPoseTime()),
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common::ToUniversal(current_time));
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EXPECT_THAT(extrapolator.ExtrapolatePose(current_time),
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transform::IsNearly(current_pose, kPrecision));
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for (int i = 0; i < 5; ++i) {
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current_time += common::FromSeconds(1);
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current_pose = current_pose * motion_per_second;
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extrapolator.AddPose(current_time, current_pose);
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EXPECT_THAT(extrapolator.ExtrapolatePose(current_time),
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transform::IsNearly(current_pose, kPrecision));
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transform::Rigid3d expected_pose =
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current_pose *
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transform::Rigid3d(
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kExtrapolateDuration * velocity,
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Eigen::AngleAxisd(kExtrapolateDuration * angular_velocity.norm(),
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angular_velocity.normalized()));
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EXPECT_THAT(extrapolator.ExtrapolatePose(
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current_time + common::FromSeconds(kExtrapolateDuration)),
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transform::IsNearly(expected_pose, kExtrapolatePrecision));
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EXPECT_EQ(common::ToUniversal(extrapolator.GetLastExtrapolatedTime()),
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common::ToUniversal(current_time +
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common::FromSeconds(kExtrapolateDuration)));
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}
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Eigen::AngleAxisd gravity_axis(
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extrapolator.EstimateGravityOrientation(current_time));
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EXPECT_NEAR(
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0.f, (gravity_axis.axis().normalized() - Eigen::Vector3d::UnitZ()).norm(),
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kExtrapolatePrecision);
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}
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TEST(PoseExtrapolatorTest, ExtrapolateWithIMU) {
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Eigen::Vector3d initial_gravity_acceleration(0, 0, 9.8);
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Eigen::Vector3d initial_angular_velocity(0, 0, 0);
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common::Time current_time = common::FromUniversal(123);
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sensor::ImuData imu_data{current_time, initial_gravity_acceleration,
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initial_angular_velocity};
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auto extrapolator = PoseExtrapolator::InitializeWithImu(
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common::FromSeconds(kPoseQueueDuration), kGravityTimeConstant, imu_data);
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transform::Rigid3d current_pose =
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transform::Rigid3d::Translation(Eigen::Vector3d(0.3, 0.7, 0.2));
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// Let velocity estimation come to rest.
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for (int i = 0; i < kPoseQueueDuration + 2; ++i) {
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current_time += common::FromSeconds(1);
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extrapolator->AddImuData(sensor::ImuData{
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current_time, initial_gravity_acceleration, initial_angular_velocity});
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extrapolator->AddPose(current_time, current_pose);
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}
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Eigen::Vector3d angular_velocity_yaw(0, 0, 0.1);
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transform::Rigid3d expected_pose = current_pose;
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for (int i = 0; i < 3; ++i) {
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for (int j = 0; j < 10; ++j) {
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current_time += common::FromSeconds(kGravityTimeConstant);
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extrapolator->AddImuData(sensor::ImuData{
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current_time, initial_gravity_acceleration, angular_velocity_yaw});
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Eigen::Quaterniond expected_rotation(
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Eigen::AngleAxisd(kGravityTimeConstant * angular_velocity_yaw.norm(),
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angular_velocity_yaw.normalized()));
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expected_pose =
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expected_pose * transform::Rigid3d::Rotation(expected_rotation);
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}
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EXPECT_THAT(extrapolator->ExtrapolatePose(current_time),
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transform::IsNearly(expected_pose, kExtrapolatePrecision));
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extrapolator->AddPose(current_time, expected_pose);
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}
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Eigen::AngleAxisd gravity_axis(
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extrapolator->EstimateGravityOrientation(current_time));
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EXPECT_NEAR(
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0.f, (gravity_axis.axis().normalized() - Eigen::Vector3d::UnitZ()).norm(),
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kPrecision);
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}
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} // namespace
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} // namespace mapping
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} // namespace cartographer
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@ -40,7 +40,7 @@ Eigen::Transform<T, 3, Eigen::Affine> ToEigen(const Rigid3<T>& rigid3) {
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}
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}
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MATCHER_P2(IsNearly, rigid, epsilon,
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MATCHER_P2(IsNearly, rigid, epsilon,
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std::string(std::string(negation ? "isn't" : "is", " nearly ") +
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std::string(std::string(negation ? "isn't nearly " : "is nearly ") +
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rigid.DebugString())) {
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rigid.DebugString())) {
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return ToEigen(arg).isApprox(ToEigen(rigid), epsilon);
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return ToEigen(arg).isApprox(ToEigen(rigid), epsilon);
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}
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}
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