gazebo_imu_plugin.cpp
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/*
* Copyright 2015 Fadri Furrer, ASL, ETH Zurich, Switzerland
* Copyright 2015 Michael Burri, ASL, ETH Zurich, Switzerland
* Copyright 2015 Mina Kamel, ASL, ETH Zurich, Switzerland
* Copyright 2015 Janosch Nikolic, ASL, ETH Zurich, Switzerland
* Copyright 2015 Markus Achtelik, ASL, ETH Zurich, Switzerland
*
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/
#include "gazebo_imu_plugin.h"
#include <chrono>
#include <cmath>
#include <iostream>
#include <stdio.h>
#include <boost/bind.hpp>
namespace gazebo {
GazeboImuPlugin::GazeboImuPlugin()
: ModelPlugin(),
velocity_prev_W_(0,0,0)
{
}
GazeboImuPlugin::~GazeboImuPlugin() {
updateConnection_->~Connection();
}
void GazeboImuPlugin::Load(physics::ModelPtr _model, sdf::ElementPtr _sdf) {
// Store the pointer to the model
model_ = _model;
world_ = model_->GetWorld();
// default params
namespace_.clear();
if (_sdf->HasElement("robotNamespace"))
namespace_ = _sdf->GetElement("robotNamespace")->Get<std::string>();
else
gzerr << "[gazebo_imu_plugin] Please specify a robotNamespace.\n";
node_handle_ = transport::NodePtr(new transport::Node());
node_handle_->Init(namespace_);
if (_sdf->HasElement("linkName"))
link_name_ = _sdf->GetElement("linkName")->Get<std::string>();
else
gzerr << "[gazebo_imu_plugin] Please specify a linkName.\n";
// Get the pointer to the link
link_ = model_->GetLink(link_name_);
if (link_ == NULL)
gzthrow("[gazebo_imu_plugin] Couldn't find specified link \"" << link_name_ << "\".");
frame_id_ = link_name_;
getSdfParam<std::string>(_sdf, "imuTopic", imu_topic_, kDefaultImuTopic);
getSdfParam<double>(_sdf, "gyroscopeNoiseDensity",
imu_parameters_.gyroscope_noise_density,
imu_parameters_.gyroscope_noise_density);
getSdfParam<double>(_sdf, "gyroscopeRandomWalk",
imu_parameters_.gyroscope_random_walk,
imu_parameters_.gyroscope_random_walk);
getSdfParam<double>(_sdf, "gyroscopeBiasCorrelationTime",
imu_parameters_.gyroscope_bias_correlation_time,
imu_parameters_.gyroscope_bias_correlation_time);
assert(imu_parameters_.gyroscope_bias_correlation_time > 0.0);
getSdfParam<double>(_sdf, "gyroscopeTurnOnBiasSigma",
imu_parameters_.gyroscope_turn_on_bias_sigma,
imu_parameters_.gyroscope_turn_on_bias_sigma);
getSdfParam<double>(_sdf, "accelerometerNoiseDensity",
imu_parameters_.accelerometer_noise_density,
imu_parameters_.accelerometer_noise_density);
getSdfParam<double>(_sdf, "accelerometerRandomWalk",
imu_parameters_.accelerometer_random_walk,
imu_parameters_.accelerometer_random_walk);
getSdfParam<double>(_sdf, "accelerometerBiasCorrelationTime",
imu_parameters_.accelerometer_bias_correlation_time,
imu_parameters_.accelerometer_bias_correlation_time);
assert(imu_parameters_.accelerometer_bias_correlation_time > 0.0);
getSdfParam<double>(_sdf, "accelerometerTurnOnBiasSigma",
imu_parameters_.accelerometer_turn_on_bias_sigma,
imu_parameters_.accelerometer_turn_on_bias_sigma);
#if GAZEBO_MAJOR_VERSION >= 9
last_time_ = world_->SimTime();
#else
last_time_ = world_->GetSimTime();
#endif
// Listen to the update event. This event is broadcast every
// simulation iteration.
this->updateConnection_ =
event::Events::ConnectWorldUpdateBegin(
boost::bind(&GazeboImuPlugin::OnUpdate, this, _1));
imu_pub_ = node_handle_->Advertise<sensor_msgs::msgs::Imu>("~/" + model_->GetName() + imu_topic_, 10);
// Fill imu message.
// imu_message_.header.frame_id = frame_id_; TODO Add header
// We assume uncorrelated noise on the 3 channels -> only set diagonal
// elements. Only the broadband noise component is considered, specified as a
// continuous-time density (two-sided spectrum); not the true covariance of
// the measurements.
// Angular velocity measurement covariance.
for(int i=0; i< 9; i++){
switch (i){
case 0:
imu_message_.add_angular_velocity_covariance(imu_parameters_.gyroscope_noise_density *
imu_parameters_.gyroscope_noise_density);
imu_message_.add_orientation_covariance(-1.0);
imu_message_.add_linear_acceleration_covariance(imu_parameters_.accelerometer_noise_density *
imu_parameters_.accelerometer_noise_density);
break;
case 1:
case 2:
case 3:
imu_message_.add_angular_velocity_covariance(0.0);
imu_message_.add_orientation_covariance(-1.0);
imu_message_.add_linear_acceleration_covariance(0.0);
break;
case 4:
imu_message_.add_angular_velocity_covariance(imu_parameters_.gyroscope_noise_density *
imu_parameters_.gyroscope_noise_density);
imu_message_.add_orientation_covariance(-1.0);
imu_message_.add_linear_acceleration_covariance(imu_parameters_.accelerometer_noise_density *
imu_parameters_.accelerometer_noise_density);
break;
case 5:
case 6:
case 7:
imu_message_.add_angular_velocity_covariance(0.0);
imu_message_.add_orientation_covariance(-1.0);
imu_message_.add_linear_acceleration_covariance(0.0);
break;
case 8:
imu_message_.add_angular_velocity_covariance(imu_parameters_.gyroscope_noise_density *
imu_parameters_.gyroscope_noise_density);
imu_message_.add_orientation_covariance(-1.0);
imu_message_.add_linear_acceleration_covariance(imu_parameters_.accelerometer_noise_density *
imu_parameters_.accelerometer_noise_density);
break;
}
}
gravity_W_ = world_->Gravity();
imu_parameters_.gravity_magnitude = gravity_W_.Length();
standard_normal_distribution_ = std::normal_distribution<double>(0.0, 1.0);
double sigma_bon_g = imu_parameters_.gyroscope_turn_on_bias_sigma;
double sigma_bon_a = imu_parameters_.accelerometer_turn_on_bias_sigma;
for (int i = 0; i < 3; ++i) {
gyroscope_bias_[i] =
sigma_bon_g * standard_normal_distribution_(random_generator_);
accelerometer_bias_[i] =
sigma_bon_a * standard_normal_distribution_(random_generator_);
}
// TODO(nikolicj) incorporate steady-state covariance of bias process
gyroscope_bias_.setZero();
accelerometer_bias_.setZero();
}
/// \brief This function adds noise to acceleration and angular rates for
/// accelerometer and gyroscope measurement simulation.
void GazeboImuPlugin::addNoise(Eigen::Vector3d* linear_acceleration,
Eigen::Vector3d* angular_velocity,
const double dt) {
// CHECK(linear_acceleration);
// CHECK(angular_velocity);
assert(dt > 0.0);
// Gyrosocpe
double tau_g = imu_parameters_.gyroscope_bias_correlation_time;
// Discrete-time standard deviation equivalent to an "integrating" sampler
// with integration time dt.
double sigma_g_d = 1 / sqrt(dt) * imu_parameters_.gyroscope_noise_density;
double sigma_b_g = imu_parameters_.gyroscope_random_walk;
// Compute exact covariance of the process after dt [Maybeck 4-114].
double sigma_b_g_d =
sqrt( - sigma_b_g * sigma_b_g * tau_g / 2.0 *
(exp(-2.0 * dt / tau_g) - 1.0));
// Compute state-transition.
double phi_g_d = exp(-1.0 / tau_g * dt);
// Simulate gyroscope noise processes and add them to the true angular rate.
for (int i = 0; i < 3; ++i) {
gyroscope_bias_[i] = phi_g_d * gyroscope_bias_[i] +
sigma_b_g_d * standard_normal_distribution_(random_generator_);
(*angular_velocity)[i] = (*angular_velocity)[i] +
gyroscope_bias_[i] +
sigma_g_d * standard_normal_distribution_(random_generator_);
}
// Accelerometer
double tau_a = imu_parameters_.accelerometer_bias_correlation_time;
// Discrete-time standard deviation equivalent to an "integrating" sampler
// with integration time dt.
double sigma_a_d = 1 / sqrt(dt) * imu_parameters_.accelerometer_noise_density;
double sigma_b_a = imu_parameters_.accelerometer_random_walk;
// Compute exact covariance of the process after dt [Maybeck 4-114].
double sigma_b_a_d =
sqrt( - sigma_b_a * sigma_b_a * tau_a / 2.0 *
(exp(-2.0 * dt / tau_a) - 1.0));
// Compute state-transition.
double phi_a_d = exp(-1.0 / tau_a * dt);
// Simulate accelerometer noise processes and add them to the true linear
// acceleration.
for (int i = 0; i < 3; ++i) {
accelerometer_bias_[i] = phi_a_d * accelerometer_bias_[i] +
sigma_b_a_d * standard_normal_distribution_(random_generator_);
(*linear_acceleration)[i] = (*linear_acceleration)[i] +
accelerometer_bias_[i] +
sigma_a_d * standard_normal_distribution_(random_generator_);
}
}
// This gets called by the world update start event.
void GazeboImuPlugin::OnUpdate(const common::UpdateInfo& _info) {
#if GAZEBO_MAJOR_VERSION >= 9
common::Time current_time = world_->SimTime();
#else
common::Time current_time = world_->GetSimTime();
#endif
double dt = (current_time - last_time_).Double();
last_time_ = current_time;
double t = current_time.Double();
#if GAZEBO_MAJOR_VERSION >= 9
ignition::math::Pose3d T_W_I = link_->WorldPose(); //TODO(burrimi): Check tf.
#else
ignition::math::Pose3d T_W_I = ignitionFromGazeboMath(link_->GetWorldPose()); //TODO(burrimi): Check tf.
#endif
ignition::math::Quaterniond C_W_I = T_W_I.Rot();
// Copy ignition::math::Quaterniond to gazebo::msgs::Quaternion
gazebo::msgs::Quaternion* orientation = new gazebo::msgs::Quaternion();
orientation->set_x(C_W_I.X());
orientation->set_y(C_W_I.Y());
orientation->set_z(C_W_I.Z());
orientation->set_w(C_W_I.W());
#if GAZEBO_MAJOR_VERSION < 5
ignition::math::Vector3d velocity_current_W = link_->GetWorldLinearVel();
// link_->RelativeLinearAccel() does not work sometimes with old gazebo versions.
// TODO For an accurate simulation, this might have to be fixed. Consider the
// This issue is solved in gazebo 5.
ignition::math::Vector3d acceleration = (velocity_current_W - velocity_prev_W_) / dt;
ignition::math::Vector3d acceleration_I =
C_W_I.RotateVectorReverse(acceleration - gravity_W_);
velocity_prev_W_ = velocity_current_W;
#elif GAZEBO_MAJOR_VERSION >= 9
ignition::math::Vector3d acceleration_I = link_->RelativeLinearAccel() - C_W_I.RotateVectorReverse(gravity_W_);
#else
ignition::math::Vector3d acceleration_I = ignitionFromGazeboMath(link_->GetRelativeLinearAccel() - C_W_I.RotateVectorReverse(gravity_W_));
#endif
#if GAZEBO_MAJOR_VERSION >= 9
ignition::math::Vector3d angular_vel_I = link_->RelativeAngularVel();
#else
ignition::math::Vector3d angular_vel_I = ignitionFromGazeboMath(link_->GetRelativeAngularVel());
#endif
Eigen::Vector3d linear_acceleration_I(acceleration_I.X(),
acceleration_I.Y(),
acceleration_I.Z());
Eigen::Vector3d angular_velocity_I(angular_vel_I.X(),
angular_vel_I.Y(),
angular_vel_I.Z());
addNoise(&linear_acceleration_I, &angular_velocity_I, dt);
// Copy Eigen::Vector3d to gazebo::msgs::Vector3d
gazebo::msgs::Vector3d* linear_acceleration = new gazebo::msgs::Vector3d();
linear_acceleration->set_x(linear_acceleration_I[0]);
linear_acceleration->set_y(linear_acceleration_I[1]);
linear_acceleration->set_z(linear_acceleration_I[2]);
// Copy Eigen::Vector3d to gazebo::msgs::Vector3d
gazebo::msgs::Vector3d* angular_velocity = new gazebo::msgs::Vector3d();
angular_velocity->set_x(angular_velocity_I[0]);
angular_velocity->set_y(angular_velocity_I[1]);
angular_velocity->set_z(angular_velocity_I[2]);
// Fill IMU message.
// ADD HEaders
// imu_message_.header.stamp.sec = current_time.sec;
// imu_message_.header.stamp.nsec = current_time.nsec;
imu_message_.set_time_usec(_info.simTime.sec * 1000000 + _info.simTime.nsec / 1000);
imu_message_.set_seq(seq_++);
// TODO(burrimi): Add orientation estimator.
// imu_message_.orientation.w = 1;
// imu_message_.orientation.x = 0;
// imu_message_.orientation.y = 0;
// imu_message_.orientation.z = 0;
imu_message_.set_allocated_orientation(orientation);
imu_message_.set_allocated_linear_acceleration(linear_acceleration);
imu_message_.set_allocated_angular_velocity(angular_velocity);
imu_pub_->Publish(imu_message_);
}
GZ_REGISTER_MODEL_PLUGIN(GazeboImuPlugin);
}