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feat(predicted_path_checker): check predicted trajectory to avoid co…
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…llisions planning can not handle (autowarefoundation#2528)

Signed-off-by: Berkay Karaman <[email protected]>
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brkay54 committed Apr 18, 2023
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37 changes: 37 additions & 0 deletions control/predicted_path_checker/CMakeLists.txt
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cmake_minimum_required(VERSION 3.14)
project(predicted_path_checker)

find_package(autoware_cmake REQUIRED)
autoware_package()

find_package(Eigen3 REQUIRED)



ament_auto_add_library(predicted_path_checker SHARED
src/predicted_path_checker_node/predicted_path_checker_node.cpp
src/predicted_path_checker_node/collision_checker.cpp
src/predicted_path_checker_node/utils.cpp
src/predicted_path_checker_node/debug_marker.cpp

)

target_include_directories(predicted_path_checker
SYSTEM PUBLIC
${EIGEN3_INCLUDE_DIR}
)

rclcpp_components_register_node(predicted_path_checker
PLUGIN "predicted_path_checker::PredictedPathCheckerNode"
EXECUTABLE predicted_path_checker_node
)

if(BUILD_TESTING)

endif()

ament_auto_package(
INSTALL_TO_SHARE
launch
config
)
98 changes: 98 additions & 0 deletions control/predicted_path_checker/README.md
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# Predicted Path Checker

## Purpose

The Predicted Path Checker package is designed for autonomous vehicles to check the predicted path generated by control
modules. It handles potential collisions that the planning module might not be able to handle and that in the brake
distance. In case of collision in brake distance, the package will send a diagnostic message labeled "ERROR" to alert
the system to send emergency and in the case of collisions in outside reference trajectory, it sends pause request to
pause interface to make the vehicle stop.

![general-structure.png](images%2Fgeneral-structure.png)

## Algorithm

The package algorithm evaluates the predicted trajectory against the reference trajectory and the predicted objects in
the environment. It checks for potential collisions and, if necessary, generates an appropriate response to avoid them (
emergency or pause request).

### Inner Algorithm

![FlowChart.png](images%2FFlowChart.png)

**cutTrajectory() ->** It cuts the predicted trajectory with input length. Length is calculated by multiplying the
velocity
of ego vehicle with "trajectory_check_time" parameter and "min_trajectory_length".

**checkTrajectoryForCollision() ->** It checks the predicted trajectory for collision with the predicted objects. It
calculates both polygon of trajectory points and predicted objects and checks intersection of both polygons. If there is
an intersection, it calculates the nearest collision point. It returns the nearest collision point of polygon and the
predicted object. It also checks predicted objects history which are intersect with the footprint before to avoid
unexpected behaviors. Predicted objects history stores the objects if it was detected below the "chattering_threshold"
seconds ago.

If the "enable_z_axis_obstacle_filtering" parameter is set to true, it filters the predicted objects in the Z-axis by
using "z_axis_filtering_buffer". If the object does not intersect with the Z-axis, it is filtered out.

![Z_axis_filtering.png](images%2FZ_axis_filtering.png)

**calculateProjectedVelAndAcc() ->** It calculates the projected velocity and acceleration of the predicted object on
predicted trajectory's collision point's axes.

**isInBrakeDistance() ->** It checks if the stop point is in brake distance. It gets relative velocity and
acceleration of ego vehicle with respect to the predicted object. It calculates the brake distance, if the point in
brake distance, it returns true.

**isItDiscretePoint() ->** It checks if the stop point on predicted trajectory is discrete point or not. If it is not
discrete point, planning should handle the stop.

**isThereStopPointOnRefTrajectory() ->** It checks if there is a stop point on reference trajectory. If there is a stop
point before the stop index, it returns true. Otherwise, it returns false, and node is going to call pause interface to
make the vehicle stop.

## Inputs

| Name | Type | Description |
| ------------------------------------- | ----------------------------------------------------- | --------------------------------------------------- |
| `~/input/reference_trajectory` | `autoware_auto_planning_msgs::msg::Trajectory` | Reference trajectory |
| `~/input/predicted_trajectory` | `autoware_auto_planning_msgs::msg::Trajectory` | Predicted trajectory |
| `~/input/objects` | `autoware_auto_perception_msgs::msg::PredictedObject` | Dynamic objects in the environment |
| `~/input/odometry` | `nav_msgs::msg::Odometry` | Odometry message of vehicle to get current velocity |
| `~/input/current_accel` | `geometry_msgs::msg::AccelWithCovarianceStamped` | Current acceleration |
| `/control/vehicle_cmd_gate/is_paused` | `tier4_control_msgs::msg::IsPaused` | Current pause state of the vehicle |

## Outputs

| Name | Type | Description |
| ------------------------------------- | ---------------------------------------- | -------------------------------------- |
| `~/debug/marker` | `visualization_msgs::msg::MarkerArray` | Marker for visualization |
| `~/debug/virtual_wall` | `visualization_msgs::msg::MarkerArray` | Virtual wall marker for visualization |
| `/control/vehicle_cmd_gate/set_pause` | `tier4_control_msgs::srv::SetPause` | Pause service to make the vehicle stop |
| `/diagnostics` | `diagnostic_msgs::msg::DiagnosticStatus` | Diagnostic status of vehicle |

## Parameters

**Node Parameters**

| Name | Type | Description | Default value |
| :---------------------------------- | :------- | :------------------------------------------------------ | :------------ |
| `update_rate` | `double` | The update rate [Hz] | 10.0 |
| `delay_time` | `double` | he time delay considered for the emergency response [s] | 0.17 |
| `max_deceleration` | `double` | Max deceleration for ego vehicle to stop [m/s^2] | 1.5 |
| `resample_interval` | `double` | Interval for resampling trajectory [m] | 0.5 |
| `stop_margin` | `double` | The stopping margin [m] | 0.5 |
| `ego_nearest_dist_threshold` | `double` | The nearest distance threshold for ego vehicle [m] | 3.0 |
| `ego_nearest_yaw_threshold` | `double` | The nearest yaw threshold for ego vehicle [rad] | 1.046 |
| `min_trajectory_check_length` | `double` | The minimum trajectory check length in meters [m] | 1.5 |
| `trajectory_check_time` | `double` | The trajectory check time in seconds. [s] | 3.0 |
| `distinct_point_distance_threshold` | `double` | The distinct point distance threshold [m] | 0.3 |
| `distinct_point_yaw_threshold` | `double` | The distinct point yaw threshold [deg] | 5.0 |

**Collision Checker Parameters**

| Name | Type | Description | Default value |
| :--------------------------------- | :------- | :---------------------------------------------------------------- | :------------ |
| `width_margin` | `double` | The width margin for collision checking [Hz] | 0.2 |
| `chattering_threshold` | `double` | The chattering threshold for collision detection [s] | 0.2 |
| `z_axis_filtering_buffer` | `double` | The Z-axis filtering buffer [m] | 0.3 |
| `enable_z_axis_obstacle_filtering` | `bool` | A boolean flag indicating if Z-axis obstacle filtering is enabled | false |
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/**:
ros__parameters:
# Node
update_rate: 10.0
delay_time: 0.17
max_deceleration: 1.5
resample_interval: 0.5
stop_margin: 0.5 # [m]
ego_nearest_dist_threshold: 3.0 # [m]
ego_nearest_yaw_threshold: 1.046 # [rad] = 60 [deg]
min_trajectory_check_length: 1.5
trajectory_check_time: 3.0
distinct_point_distance_threshold: 0.3
distinct_point_yaw_threshold: 5.0 # [deg]

collision_checker_params:
width_margin: 0.2
chattering_threshold: 0.2
z_axis_filtering_buffer: 0.3
enable_z_axis_obstacle_filtering: false
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// Copyright 2023 LeoDrive A.Ş. All rights reserved.
//
// 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.

#ifndef PREDICTED_PATH_CHECKER__COLLISION_CHECKER_HPP_
#define PREDICTED_PATH_CHECKER__COLLISION_CHECKER_HPP_

#include <motion_utils/trajectory/interpolation.hpp>
#include <motion_utils/trajectory/tmp_conversion.hpp>
#include <predicted_path_checker/debug_marker.hpp>
#include <predicted_path_checker/utils.hpp>
#include <rclcpp/rclcpp.hpp>
#include <tier4_autoware_utils/geometry/geometry.hpp>
#include <tier4_autoware_utils/ros/debug_publisher.hpp>
#include <tier4_autoware_utils/ros/transform_listener.hpp>
#include <vehicle_info_util/vehicle_info.hpp>

#include <geometry_msgs/msg/pose_stamped.hpp>
#include <nav_msgs/msg/odometry.hpp>
#include <visualization_msgs/msg/marker_array.hpp>

#include <boost/assert.hpp>
#include <boost/assign/list_of.hpp>
#include <boost/geometry.hpp>

#include <tf2_ros/buffer.h>
#include <tf2_ros/transform_listener.h>

#include <memory>
#include <utility>
#include <vector>

namespace predicted_path_checker
{
using autoware_auto_planning_msgs::msg::Trajectory;
using autoware_auto_planning_msgs::msg::TrajectoryPoint;
using TrajectoryPoints = std::vector<TrajectoryPoint>;
using autoware_auto_perception_msgs::msg::PredictedObject;
using autoware_auto_perception_msgs::msg::PredictedObjects;
using geometry_msgs::msg::Pose;
using geometry_msgs::msg::TransformStamped;
using tier4_autoware_utils::Point2d;
using tier4_autoware_utils::Polygon2d;
using PointArray = std::vector<geometry_msgs::msg::Point>;

namespace bg = boost::geometry;

struct CollisionCheckerParam
{
double width_margin;
double z_axis_filtering_buffer;
bool enable_z_axis_obstacle_filtering;
double chattering_threshold;
};

struct PredictedObjectWithDetectionTime
{
explicit PredictedObjectWithDetectionTime(
const rclcpp::Time & t, geometry_msgs::msg::Point & p, PredictedObject obj)
: detection_time(t), point(p), object(std::move(obj))
{
}

rclcpp::Time detection_time;
geometry_msgs::msg::Point point;
PredictedObject object;
};

class CollisionChecker
{
public:
explicit CollisionChecker(
rclcpp::Node * node, std::shared_ptr<PredictedPathCheckerDebugNode> debug_ptr);

boost::optional<std::pair<geometry_msgs::msg::Point, PredictedObject>>
checkTrajectoryForCollision(
TrajectoryPoints & predicted_trajectory_array,
PredictedObjects::ConstSharedPtr dynamic_objects);

void setParam(const CollisionCheckerParam & param);

private:
// Functions

boost::optional<std::pair<geometry_msgs::msg::Point, PredictedObject>> checkObstacleHistory(
const Pose & base_pose, const Polygon2d & one_step_move_vehicle_polygon2d, const double z_min,
const double z_max);

boost::optional<std::pair<geometry_msgs::msg::Point, PredictedObject>> checkDynamicObjects(
const Pose & base_pose, PredictedObjects::ConstSharedPtr dynamic_objects,
const Polygon2d & one_step_move_vehicle_polygon2d, const double z_min, const double z_max);

void updatePredictedObjectHistory(const rclcpp::Time & now)
{
for (auto itr = predicted_object_history_.begin(); itr != predicted_object_history_.end();) {
const auto expired = (now - itr->detection_time).seconds() > param_.chattering_threshold;

if (expired) {
itr = predicted_object_history_.erase(itr);
continue;
}

itr++;
}
}

// Parameter
CollisionCheckerParam param_;

// Variables
std::shared_ptr<PredictedPathCheckerDebugNode> debug_ptr_;
rclcpp::Node * node_;
vehicle_info_util::VehicleInfo vehicle_info_;
std::vector<PredictedObjectWithDetectionTime> predicted_object_history_{};
};
} // namespace predicted_path_checker

#endif // PREDICTED_PATH_CHECKER__COLLISION_CHECKER_HPP_
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// Copyright 2023 LeoDrive A.Ş. All rights reserved.
//
// 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.
#ifndef PREDICTED_PATH_CHECKER__DEBUG_MARKER_HPP_
#define PREDICTED_PATH_CHECKER__DEBUG_MARKER_HPP_

#include <rclcpp/rclcpp.hpp>

#include <geometry_msgs/msg/point.hpp>
#include <geometry_msgs/msg/pose.hpp>
#include <visualization_msgs/msg/marker.hpp>
#include <visualization_msgs/msg/marker_array.hpp>

#include <boost/assert.hpp>
#include <boost/assign/list_of.hpp>
#include <boost/geometry.hpp>

#include <memory>
#include <string>
#include <vector>

#define EIGEN_MPL2_ONLY

#include <eigen3/Eigen/Core>
#include <eigen3/Eigen/Geometry>
#include <tier4_autoware_utils/geometry/boost_geometry.hpp>

namespace predicted_path_checker
{

enum class PolygonType : int8_t { Vehicle = 0, Collision };

enum class PointType : int8_t { Stop = 0 };

enum class PoseType : int8_t { Stop = 0, Collision };

class PredictedPathCheckerDebugNode
{
public:
explicit PredictedPathCheckerDebugNode(rclcpp::Node * node, const double base_link2front);

~PredictedPathCheckerDebugNode() {}

bool pushPolygon(
const tier4_autoware_utils::Polygon2d & polygon, const double z, const PolygonType & type);

bool pushPolygon(const std::vector<Eigen::Vector3d> & polygon, const PolygonType & type);

bool pushPolyhedron(
const tier4_autoware_utils::Polygon2d & polyhedron, const double z_min, const double z_max,
const PolygonType & type);

bool pushPolyhedron(const std::vector<Eigen::Vector3d> & polyhedron, const PolygonType & type);

bool pushPose(const geometry_msgs::msg::Pose & pose, const PoseType & type);

bool pushObstaclePoint(const geometry_msgs::msg::Point & obstacle_point, const PointType & type);

visualization_msgs::msg::MarkerArray makeVirtualWallMarker();

visualization_msgs::msg::MarkerArray makeVisualizationMarker();

void publish();

private:
rclcpp::Publisher<visualization_msgs::msg::MarkerArray>::SharedPtr virtual_wall_pub_;
rclcpp::Publisher<visualization_msgs::msg::MarkerArray>::SharedPtr debug_viz_pub_;
rclcpp::Node * node_;
double base_link2front_;

std::shared_ptr<geometry_msgs::msg::Pose> stop_pose_ptr_;
std::shared_ptr<geometry_msgs::msg::Pose> collision_pose_ptr_;
std::shared_ptr<geometry_msgs::msg::Point> stop_obstacle_point_ptr_;
std::vector<std::vector<Eigen::Vector3d>> vehicle_polygons_;
std::vector<std::vector<Eigen::Vector3d>> collision_polygons_;
std::vector<std::vector<Eigen::Vector3d>> vehicle_polyhedrons_;
std::vector<std::vector<Eigen::Vector3d>> collision_polyhedrons_;
};

} // namespace predicted_path_checker

#endif // PREDICTED_PATH_CHECKER__DEBUG_MARKER_HPP_
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