Use IMU data when extrapolating poses if available. (#434)

master
Wolfgang Hess 2017-07-28 17:12:12 +02:00 committed by GitHub
parent d22402bdfa
commit a6d94c07cf
2 changed files with 70 additions and 4 deletions

View File

@ -22,6 +22,16 @@
namespace cartographer { namespace cartographer {
namespace mapping { namespace mapping {
namespace {
Eigen::Quaterniond RotationFromAngularVelocity(
const common::Duration duration, const Eigen::Vector3d& angular_velocity) {
return transform::AngleAxisVectorToRotationQuaternion(
Eigen::Vector3d(common::ToSeconds(duration) * angular_velocity));
}
} // namespace
PoseExtrapolator::PoseExtrapolator(const common::Duration pose_queue_duration) PoseExtrapolator::PoseExtrapolator(const common::Duration pose_queue_duration)
: pose_queue_duration_(pose_queue_duration) {} : pose_queue_duration_(pose_queue_duration) {}
@ -39,9 +49,15 @@ void PoseExtrapolator::AddPose(const common::Time time,
timed_pose_queue_[1].time <= time - pose_queue_duration_) { timed_pose_queue_[1].time <= time - pose_queue_duration_) {
timed_pose_queue_.pop_front(); timed_pose_queue_.pop_front();
} }
TrimImuData();
} }
transform::Rigid3d PoseExtrapolator::ExtrapolatePose(common::Time time) { void PoseExtrapolator::AddImuData(const sensor::ImuData& imu_data) {
imu_data_.push_back(imu_data);
TrimImuData();
}
transform::Rigid3d PoseExtrapolator::ExtrapolatePose(const common::Time time) {
CHECK(!timed_pose_queue_.empty()); CHECK(!timed_pose_queue_.empty());
const TimedPose& newest_timed_pose = timed_pose_queue_.back(); const TimedPose& newest_timed_pose = timed_pose_queue_.back();
const auto newest_time = newest_timed_pose.time; const auto newest_time = newest_timed_pose.time;
@ -62,7 +78,7 @@ transform::Rigid3d PoseExtrapolator::ExtrapolatePose(common::Time time) {
} }
const Eigen::Vector3d linear_velocity = const Eigen::Vector3d linear_velocity =
(newest_pose.translation() - oldest_pose.translation()) / queue_delta; (newest_pose.translation() - oldest_pose.translation()) / queue_delta;
const Eigen::Vector3d angular_velocity = const Eigen::Vector3d angular_velocity_from_pose =
transform::RotationQuaternionToAngleAxisVector( transform::RotationQuaternionToAngleAxisVector(
oldest_pose.rotation().inverse() * newest_pose.rotation()) / oldest_pose.rotation().inverse() * newest_pose.rotation()) /
queue_delta; queue_delta;
@ -71,8 +87,51 @@ transform::Rigid3d PoseExtrapolator::ExtrapolatePose(common::Time time) {
linear_velocity) * linear_velocity) *
newest_pose * newest_pose *
transform::Rigid3d::Rotation( transform::Rigid3d::Rotation(
transform::AngleAxisVectorToRotationQuaternion( ExtrapolateRotation(time, angular_velocity_from_pose));
Eigen::Vector3d(extrapolation_delta * angular_velocity))); }
void PoseExtrapolator::TrimImuData() {
while (imu_data_.size() > 2 && !timed_pose_queue_.empty() &&
imu_data_[1].time <= timed_pose_queue_.back().time) {
imu_data_.pop_front();
}
}
Eigen::Quaterniond PoseExtrapolator::ExtrapolateRotation(
const common::Time time,
const Eigen::Vector3d& angular_velocity_from_pose) {
common::Time current = timed_pose_queue_.back().time;
if (imu_data_.empty() || imu_data_.front().time >= time) {
return RotationFromAngularVelocity(time - current,
angular_velocity_from_pose);
}
// TODO(whess): Use the ImuTracker here?
// TODO(whess): Keep the last extrapolated pose.
Eigen::Quaterniond current_rotation;
auto imu_it = imu_data_.begin();
if (imu_it->time > current) {
current_rotation = RotationFromAngularVelocity(imu_it->time - current,
angular_velocity_from_pose);
current = imu_it->time;
} else {
current_rotation = Eigen::Quaterniond::Identity();
}
CHECK(imu_it != imu_data_.end());
CHECK(imu_it->time <= current);
CHECK(current < time);
while (current < time) {
common::Time next = time;
CHECK(imu_it != imu_data_.end());
auto next_it = imu_it + 1;
if (next_it != imu_data_.end() && next > next_it->time) {
next = next_it->time;
}
current_rotation *=
RotationFromAngularVelocity(next - current, imu_it->angular_velocity);
current = next;
imu_it = next_it;
}
return current_rotation;
} }
} // namespace mapping } // namespace mapping

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@ -20,6 +20,7 @@
#include <deque> #include <deque>
#include "cartographer/common/time.h" #include "cartographer/common/time.h"
#include "cartographer/sensor/imu_data.h"
#include "cartographer/transform/rigid_transform.h" #include "cartographer/transform/rigid_transform.h"
namespace cartographer { namespace cartographer {
@ -42,15 +43,21 @@ class PoseExtrapolator {
common::Time GetLastPoseTime() const; common::Time GetLastPoseTime() const;
void AddPose(common::Time time, const transform::Rigid3d& pose); void AddPose(common::Time time, const transform::Rigid3d& pose);
void AddImuData(const sensor::ImuData& imu_data);
transform::Rigid3d ExtrapolatePose(common::Time time); transform::Rigid3d ExtrapolatePose(common::Time time);
private: private:
void TrimImuData();
Eigen::Quaterniond ExtrapolateRotation(
common::Time time, const Eigen::Vector3d& angular_velocity_from_pose);
const common::Duration pose_queue_duration_; const common::Duration pose_queue_duration_;
struct TimedPose { struct TimedPose {
common::Time time; common::Time time;
transform::Rigid3d pose; transform::Rigid3d pose;
}; };
std::deque<TimedPose> timed_pose_queue_; std::deque<TimedPose> timed_pose_queue_;
std::deque<sensor::ImuData> imu_data_;
}; };
} // namespace mapping } // namespace mapping