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Unverified Commit 49f0a124 authored by Yathartha Tuladhar's avatar Yathartha Tuladhar Committed by GitHub
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Enable voxel layer (#1291)

* Update params for obstacle layer using poincloud

* Enabled Voxel Layer

* voxel param file

* Update param file

* Remove duplicate param yaml & fix voxel reset

* Short voxel layer documentation

* observation sources in individual layer namespaces

* Added missed param change

* Updated documentation

* Documentation for multiple sensors
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......@@ -102,25 +102,42 @@ local_costmap:
ros__parameters:
use_sim_time: True
global_frame: odom
plugin_names: ["obstacle_layer", "inflation_layer"]
plugin_types: ["nav2_costmap_2d::ObstacleLayer", "nav2_costmap_2d::InflationLayer"]
plugin_names: ["obstacle_layer", "voxel_layer", "inflation_layer"]
plugin_types: ["nav2_costmap_2d::ObstacleLayer", "nav2_costmap_2d::VoxelLayer", "nav2_costmap_2d::InflationLayer"]
rolling_window: true
width: 3
height: 3
resolution: 0.05
robot_radius: 0.22
inflation_layer.cost_scaling_factor: 3.0
inflation_layer:
cost_scaling_factor: 3.0
obstacle_layer:
enabled: True
observation_sources: scan
scan:
topic: /scan
max_obstacle_height: 2.0
clearing: True
marking: True
data_type: "LaserScan"
voxel_layer:
enabled: True
publish_voxel_map: True
origin_z: 0.0
z_resolution: 0.2
z_voxels: 10
max_obstacle_height: 2.0
mark_threshold: 0
observation_sources: pointcloud
pointcloud:
topic: /intel_realsense_r200_depth/points
max_obstacle_height: 2.0
clearing: True
marking: True
data_type: "PointCloud2"
static_layer:
map_subscribe_transient_local: True
always_send_full_costmap: True
observation_sources: scan
local_costmap_client:
ros__parameters:
use_sim_time: True
......@@ -132,18 +149,36 @@ global_costmap:
global_costmap:
ros__parameters:
use_sim_time: True
plugin_names: ["static_layer", "obstacle_layer", "voxel_layer", "inflation_layer"]
plugin_types: ["nav2_costmap_2d::StaticLayer", "nav2_costmap_2d::ObstacleLayer", "nav2_costmap_2d::VoxelLayer", "nav2_costmap_2d::InflationLayer"]
robot_radius: 0.22
obstacle_layer:
enabled: True
observation_sources: scan
scan:
topic: /scan
max_obstacle_height: 2.0
clearing: True
marking: True
data_type: "LaserScan"
voxel_layer:
enabled: True
publish_voxel_map: True
origin_z: 0.0
z_resolution: 0.2
z_voxels: 10
max_obstacle_height: 2.0
mark_threshold: 0
observation_sources: pointcloud
pointcloud:
topic: /intel_realsense_r200_depth/points
max_obstacle_height: 2.0
clearing: True
marking: True
data_type: "PointCloud2"
static_layer:
map_subscribe_transient_local: True
always_send_full_costmap: True
observation_sources: scan
global_costmap_client:
ros__parameters:
use_sim_time: True
......
......@@ -110,6 +110,10 @@ target_link_libraries(nav2_costmap_2d_markers
nav2_costmap_2d_core
)
ament_target_dependencies(nav2_costmap_2d_markers
${dependencies}
)
add_executable(nav2_costmap_2d_cloud src/costmap_2d_cloud.cpp)
target_link_libraries(nav2_costmap_2d_cloud
nav2_costmap_2d_core
......@@ -125,7 +129,7 @@ target_link_libraries(nav2_costmap_2d
layers
)
install(TARGETS nav2_costmap_2d_core nav2_costmap_2d layers nav2_costmap_2d_client
install(TARGETS nav2_costmap_2d_core nav2_costmap_2d layers nav2_costmap_2d_client nav2_costmap_2d_markers
ARCHIVE DESTINATION lib
LIBRARY DESTINATION lib
RUNTIME DESTINATION lib/${PROJECT_NAME}
......
......@@ -10,7 +10,86 @@ ROS2 port of the ROS1 navigation stack version, with minimal noteable changes ne
widespread discussion throughout the navigation stack (see issue https://github.com/ros-planning/navigation2/issues/177) and
general ROS2 community. A proposal temporary replacement has been submitted as a PR here: https://github.com/ros-planning/navigation2/pull/196
## How to configure using Voxel Layer plugin:
By default, the navigation stack uses the _Obstacle Layer_ to avoid obstacles in 2D. The _Voxel Layer_ allows for detecting obstacles in 3D using Pointcloud2 data. It requires Pointcloud2 data being published on some topic. For simulation, a Gazebo model of the robot with depth camera enabled will publish a pointcloud topic.
The Voxel Layer plugin can be used to update the local costmap, glocal costmap or both, depending on how you define it in the `nav2_params.yaml` file in the nav2_bringup directory. The voxel layer plugin has to be added to the list of ```plugin_names``` and ```plugin_types``` in the global/local costmap scopes in the param file. If these are not defined in the param file, the default plugins set in nav2_costmap_2d will be used.
Inside each costmap layer (voxel, obstacle, etc) define `observation_sources` param. Here you can define multiple sources to be used with the layer. The param configuration example below shows the way you can configure costmaps to use voxel layer.
The `voxel_layer` param has `observation_source: pointcloud` in it's scope, and the param `pointcloud` has `topic`, and `data_type` inside it's scope. By default, the data_type is `LaserScan`, thus you need to specify `PointCloud2` if you are using PointCould2 data from a depth sensor.
Example param configuration snippet for enabling voxel layer in local costmap is shown below (not all params are shown):
```
local_costmap:
local_costmap:
ros__parameters:
plugin_names: ["obstacle_layer", "voxel_layer", "inflation_layer"]
plugin_types: ["nav2_costmap_2d::ObstacleLayer", "nav2_costmap_2d::VoxelLayer", "nav2_costmap_2d::InflationLayer"]
obstacle_layer:
enabled: True
observation_sources: scan
scan:
topic: /scan
max_obstacle_height: 2.0
clearing: True
marking: True
data_type: "LaserScan"
voxel_layer:
enabled: True
publish_voxel_map: True
origin_z: 0.0
z_resolution: 0.2
z_voxels: 10
max_obstacle_height: 2.0
mark_threshold: 0
observation_sources: pointcloud
pointcloud:
topic: /intel_realsense_r200_depth/points
max_obstacle_height: 2.0
clearing: True
marking: True
data_type: "PointCloud2"
```
Please note that not all params needed to run the navigation stack are shown here. This example only shows how you can add different costmap layers, with multiple input sources of different types.
### To visualize the voxels in RVIZ:
- Make sure `publish_voxel_map` in `voxel_layer` param's scope is set to `True`.
- Open a new terminal and run:
```ros2 run nav2_costmap_2d nav2_costmap_2d_markers voxel_grid:=/local_costmap/voxel_grid visualization_marker:=/my_marker```
Here you can change `my_marker` to any topic name you like for the markers to be published on.
- Then add `my_marker` to RVIZ using the GUI.
####Errata:
- To see the markers in 3D, you will need to change the _view_ in RVIZ to a 3 dimensional view (e.g. orbit) from the RVIZ GUI.
- Currently due to some bug in rviz, you need to set the `fixed_frame` in the rviz display, to `odom` frame.
- Using pointcloud data from a saved bag file while using gazebo simulation can be troublesome due to the clock time skipping to an earlier time.
## How to use multiple sensor sources:
Multiple sources can be added into a costmap layer (e.g., obstacle layer), by listing them under the 'observation_sources' for that layer.
For example, to add laser scan and pointcloud as two different sources of inputs to the obstacle layer, you can define them in the params file as shown below for the local costmap:
```
local_costmap:
local_costmap:
ros__parameters:
plugin_names: ["obstacle_layer", "inflation_layer"]
plugin_types: ["nav2_costmap_2d::ObstacleLayer", "nav2_costmap_2d::InflationLayer"]
obstacle_layer:
enabled: True
observation_sources: scan pointcloud
scan:
topic: /scan
data_type: "LaserScan"
pointcloud:
topic: /intel_realsense_r200_depth/points
data_type: "PointCloud2"
```
In order to add multiple sources to the global costmap, follow the same procedure shown in the example above, but now adding the sources and their specific params under the `global_costmap` scope.
## Future Plans
- Conceptually, the costmap_2d model acts as a world model of what is known from the map, sensor, robot pose, etc. We'd like
to broaden this world model concept and use costmap's layer concept as motivation for providing a service-style interface to
potential clients needing information about the world (see issue https://github.com/ros-planning/navigation2/issues/18)
......@@ -94,7 +94,7 @@ private:
double * max_y);
bool publish_voxel_;
rclcpp::Publisher<nav2_msgs::msg::VoxelGrid>::SharedPtr voxel_pub_;
rclcpp_lifecycle::LifecyclePublisher<nav2_msgs::msg::VoxelGrid>::SharedPtr voxel_pub_;
nav2_voxel_grid::VoxelGrid voxel_grid_;
double z_resolution_, origin_z_;
int unknown_threshold_, mark_threshold_, size_z_;
......
......@@ -80,6 +80,7 @@ void ObstacleLayer::onInitialize()
rclcpp::ParameterValue(true));
declareParameter("max_obstacle_height", rclcpp::ParameterValue(2.0));
declareParameter("combination_method", rclcpp::ParameterValue(1));
declareParameter("observation_sources", rclcpp::ParameterValue(std::string("")));
node_->get_parameter(name_ + "." + "enabled", enabled_);
node_->get_parameter(name_ + "." + "footprint_clearing_enabled", footprint_clearing_enabled_);
......@@ -87,7 +88,7 @@ void ObstacleLayer::onInitialize()
node_->get_parameter(name_ + "." + "combination_method", combination_method_);
node_->get_parameter("track_unknown_space", track_unknown_space);
node_->get_parameter("transform_tolerance", transform_tolerance);
node_->get_parameter("observation_sources", topics_string);
node_->get_parameter(name_ + "." + "observation_sources", topics_string);
RCLCPP_INFO(node_->get_logger(), "Subscribed to Topics: %s", topics_string.c_str());
......
......@@ -88,6 +88,8 @@ void VoxelLayer::onInitialize()
"voxel_grid", custom_qos);
}
voxel_pub_->on_activate();
clearing_endpoints_pub_ = node_->create_publisher<sensor_msgs::msg::PointCloud>(
"clearing_endpoints", custom_qos);
......@@ -108,11 +110,12 @@ void VoxelLayer::matchSize()
void VoxelLayer::reset()
{
voxel_pub_->on_deactivate();
deactivate();
resetMaps();
voxel_grid_.reset();
activate();
undeclareAllParameters();
voxel_pub_->on_activate();
}
void VoxelLayer::resetMaps()
......
......@@ -62,7 +62,8 @@ float g_colors_a[] = {0.0f, 0.5f, 1.0f};
V_Cell g_cells;
nav2_util::LifecycleNode::SharedPtr g_node;
rclcpp::Publisher<visualization_msgs::msg::Marker>::SharedPtr pub;
rclcpp_lifecycle::LifecyclePublisher<visualization_msgs::msg::Marker>::SharedPtr pub;
void voxelCallback(const nav2_msgs::msg::VoxelGrid::ConstSharedPtr grid)
{
if (grid->data.empty()) {
......@@ -150,6 +151,7 @@ int main(int argc, char ** argv)
pub = g_node->create_publisher<visualization_msgs::msg::Marker>(
"visualization_marker", 1);
pub->on_activate();
auto sub = g_node->create_subscription<nav2_msgs::msg::VoxelGrid>(
"voxel_grid", rclcpp::SystemDefaultsQoS(), voxelCallback);
......
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