feat(slam): add lidar SLAM and pointcloud processing packages

This commit is contained in:
X-lanni
2026-01-13 19:12:25 +08:00
parent dcb52622eb
commit ddef31d11a
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---
Language: Cpp
BasedOnStyle: Google
AccessModifierOffset: -2
AlignAfterOpenBracket: AlwaysBreak
BraceWrapping:
AfterClass: true
AfterFunction: true
AfterNamespace: true
AfterStruct: true
BreakBeforeBraces: Custom
ColumnLimit: 100
ConstructorInitializerIndentWidth: 0
ContinuationIndentWidth: 2
DerivePointerAlignment: false
PointerAlignment: Middle
ReflowComments: false
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---
Checks: '-*,
performance-*,
-performance-unnecessary-value-param,
llvm-namespace-comment,
modernize-redundant-void-arg,
modernize-use-nullptr,
modernize-use-default,
modernize-use-override,
modernize-loop-convert,
modernize-make-shared,
modernize-make-unique,
misc-unused-parameters,
readability-named-parameter,
readability-redundant-smartptr-get,
readability-redundant-string-cstr,
readability-simplify-boolean-expr,
readability-container-size-empty,
readability-identifier-naming,
'
HeaderFilterRegex: ''
CheckOptions:
- key: llvm-namespace-comment.ShortNamespaceLines
value: '10'
- key: llvm-namespace-comment.SpacesBeforeComments
value: '2'
- key: misc-unused-parameters.StrictMode
value: '1'
- key: readability-braces-around-statements.ShortStatementLines
value: '2'
# type names
- key: readability-identifier-naming.ClassCase
value: CamelCase
- key: readability-identifier-naming.EnumCase
value: CamelCase
- key: readability-identifier-naming.UnionCase
value: CamelCase
# method names
- key: readability-identifier-naming.MethodCase
value: camelBack
# variable names
- key: readability-identifier-naming.VariableCase
value: lower_case
# class member names
- key: readability-identifier-naming.PrivateMemberCase
value: lower_case
- key: readability-identifier-naming.PrivateMemberSuffix
value: '_'
- key: readability-identifier-naming.ProtectedMemberCase
value: lower_case
- key: readability-identifier-naming.ProtectedMemberSuffix
value: '_'
# const static or global variables are UPPER_CASE
- key: readability-identifier-naming.EnumConstantCase
value: UPPER_CASE
- key: readability-identifier-naming.StaticConstantCase
value: UPPER_CASE
- key: readability-identifier-naming.ClassConstantCase
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devel/
build/
install/
log/
.vscode/
.cache/
__pycache__/
.catkin_workspace
*.gv
*.pdf
*.pcd
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# To use:
#
# pre-commit run -a
#
# Or:
#
# pre-commit install # (runs every time you commit in git)
#
# To update this file:
#
# pre-commit autoupdate
#
# See https://github.com/pre-commit/pre-commit
repos:
# Standard hooks
- repo: https://github.com/pre-commit/pre-commit-hooks
rev: v5.0.0
hooks:
- id: check-added-large-files
- id: check-ast
- id: check-case-conflict
- id: check-docstring-first
- id: check-merge-conflict
- id: check-symlinks
- id: check-xml
- id: check-yaml
- id: debug-statements
- id: end-of-file-fixer
- id: mixed-line-ending
- id: trailing-whitespace
exclude_types: [rst]
- id: fix-byte-order-marker
# Python hooks
- repo: https://github.com/asottile/pyupgrade
rev: v3.19.1
hooks:
- id: pyupgrade
args: [--py36-plus]
- repo: https://github.com/astral-sh/ruff-pre-commit
rev: v0.8.4
hooks:
- id: ruff
args: [ --fix ]
- id: ruff-format
# CPP hooks
- repo: https://github.com/pre-commit/mirrors-clang-format
rev: v14.0.3
hooks:
- id: clang-format
args: ['-fallback-style=none', '-i']
- repo: local
hooks:
- id: ament_cppcheck
name: ament_cppcheck
description: Static code analysis of C/C++ files.
entry: env AMENT_CPPCHECK_ALLOW_SLOW_VERSIONS=1 ament_cppcheck
language: system
files: \.(h\+\+|h|hh|hxx|hpp|cuh|c|cc|cpp|cu|c\+\+|cxx|tpp|txx)$
- repo: local
hooks:
- id: ament_cpplint
name: ament_cpplint
description: Static code analysis of C/C++ files.
entry: ament_cpplint
language: system
files: \.(h\+\+|h|hh|hxx|hpp|cuh|c|cc|cpp|cu|c\+\+|cxx|tpp|txx)$
args: ["--linelength=100", "--filter=-whitespace/newline"]
# Cmake hooks
- repo: local
hooks:
- id: ament_lint_cmake
name: ament_lint_cmake
description: Check format of CMakeLists.txt files.
entry: ament_lint_cmake
language: system
files: CMakeLists\.txt$
# Copyright
- repo: local
hooks:
- id: ament_copyright
name: ament_copyright
description: Check if copyright notice is available in all files.
entry: ament_copyright
language: system
# Docs - RestructuredText hooks
- repo: https://github.com/PyCQA/doc8
rev: v1.1.2
hooks:
- id: doc8
args: ['--max-line-length=100', '--ignore=D001']
exclude: CHANGELOG\.rst$
- repo: https://github.com/pre-commit/pygrep-hooks
rev: v1.10.0
hooks:
- id: rst-backticks
exclude: CHANGELOG\.rst$
- id: rst-directive-colons
- id: rst-inline-touching-normal
# Spellcheck in comments and docs
# skipping of *.svg files is not working...
- repo: https://github.com/codespell-project/codespell
rev: v2.3.0
hooks:
- id: codespell
args: ['--write-changes']
exclude: CHANGELOG\.rst|\.(svg|pyc)$
- repo: https://github.com/python-jsonschema/check-jsonschema
rev: 0.30.0
hooks:
- id: check-github-workflows
args: ["--verbose"]
- id: check-github-actions
args: ["--verbose"]
- id: check-dependabot
args: ["--verbose"]
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cmake_minimum_required(VERSION 3.8)
project(pcd2pgm)
## Use C++14
set(CMAKE_CXX_STANDARD 14)
set(CMAKE_CXX_STANDARD_REQUIRED ON)
## Export compile commands for clangd
set(CMAKE_EXPORT_COMPILE_COMMANDS ON)
#######################
## Find dependencies ##
#######################
find_package(ament_cmake_auto REQUIRED)
ament_auto_find_build_dependencies()
###########
## Build ##
###########
ament_auto_add_library(${PROJECT_NAME} SHARED
DIRECTORY src
)
rclcpp_components_register_node(${PROJECT_NAME}
PLUGIN pcd2pgm::Pcd2PgmNode
EXECUTABLE ${PROJECT_NAME}_node
)
#############
## Testing ##
#############
if(BUILD_TESTING)
set(ament_cmake_clang_format_CONFIG_FILE "${CMAKE_SOURCE_DIR}/.clang-format")
find_package(ament_lint_auto REQUIRED)
list(APPEND AMENT_LINT_AUTO_EXCLUDE
ament_cmake_uncrustify
ament_cmake_flake8
)
ament_lint_auto_find_test_dependencies()
endif()
#############
## Install ##
#############
ament_auto_package(INSTALL_TO_SHARE
config
launch
rviz
)
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# Contributing Guidelines
Thank you for your interest in contributing to `pcd2pgm`.
Whether it's a bug report, new feature, correction, or additional
documentation, we greatly value feedback and contributions from our community.
Please read through this document before submitting any issues or pull requests to ensure we have all the necessary
information to effectively respond to your bug report or contribution.
## Reporting Bugs/Feature Requests
We welcome you to use the GitHub issue tracker to report bugs or suggest features.
When filing an issue, please check [existing open][issues], or [recently closed][closed-issues], issues to make sure
somebody else hasn't already reported the issue.
Please try to include as much information as you can. Details like these are incredibly useful:
* A reproducible test case or series of steps
* The version of our code being used
* Any modifications you've made relevant to the bug
* Anything unusual about your environment or deployment
## Contributing via Pull Requests
To send us a pull request, please:
1. Fork the repository.
2. Modify the source; please focus on the specific change you are contributing.
If you also reformat all the code, it will be hard for us to focus on your change.
3. Ensure local tests pass. (`colcon test` and `pre-commit run` (requires you to install pre-commit by `pip3 install pre-commit`)
4. Commit to your fork using clear commit messages.
5. Send a pull request, answering any default questions in the pull request interface.
6. Pay attention to any automated CI failures reported in the pull request, and stay involved in the conversation.
GitHub provides additional documentation on [forking a repository](https://help.github.com/articles/fork-a-repo/) and
[creating a pull request](https://help.github.com/articles/creating-a-pull-request/).
## Finding contributions to work on
Looking at the existing issues is a great way to find something to contribute on.
As this project, by default, uses the default GitHub issue labels
(enhancement/bug/duplicate/help wanted/invalid/question/wontfix), looking at any ['help wanted'][help-wanted] issues
is a great place to start.
## Licensing
Any contribution that you make to this repository will
be under the Apache 2 License, as dictated by that
[license](http://www.apache.org/licenses/LICENSE-2.0.html):
~~~
5. Submission of Contributions. Unless You explicitly state otherwise,
any Contribution intentionally submitted for inclusion in the Work
by You to the Licensor shall be under the terms and conditions of
this License, without any additional terms or conditions.
Notwithstanding the above, nothing herein shall supersede or modify
the terms of any separate license agreement you may have executed
with Licensor regarding such Contributions.
~~~
[issues]:https://github.com/LihanChen2004/pcd2pgm/issues
[closed-issues]:https://github.com/LihanChen2004/pcd2pgm/issues?utf8=%E2%9C%93&q=is%3Aissue%20is%3Aclosed%20
[help-wanted]:https://github.com/LihanChen2004/pcd2pgm/issues?q=is%3Aopen+is%3Aissue+label%3A%22help+wanted%22
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# pcd2pgm
基于 ROS2 和 PCL 库,用于将 `.pcd` 点云文件转换为用于 Navigation 的 `pgm` 栅格地图
|pcd|pgm|
|:-:|:-:|
|![pcd](.docs/pcd.png)|![pgm](.docs/pgm.png)|
## 1. Overview
- 读取指定的 `.pcd` 文件
- 使用 Pass Through 滤波器过滤点云
- 使用 Radius Outlier 滤波器进一步处理点云
- 将处理后的点云转换为占据栅格地图(Occupancy Grid Map
- 将转换后的地图发布到指定 ROS 话题上
## 2. Quick Start
### 2.1 Setup Environment
- Ubuntu 22.04
- ROS: [Humble](https://docs.ros.org/en/humble/Installation/Ubuntu-Install-Debs.html)
### 2.2 Create Workspace
```bash
mkdir -p ~/ros_ws
cd ~/ros_ws
```
```bash
git clone https://github.com/LihanChen2004/pcd2pgm.git
```
### 2.3 Build
```bash
rosdep install -r --from-paths src --ignore-src --rosdistro $ROS_DISTRO -y
```
```bash
colcon build --symlink-install --cmake-args -DCMAKE_BUILD_TYPE=release
```
### 2.4 Running
启动 pcd2pgm 节点,可在 RViz 中预览滤波后点云和栅格地图:
```sh
ros2 launch pcd2pgm pcd2pgm_launch.py
```
保存栅格地图:
```sh
ros2 run nav2_map_server map_saver_cli -f <YOUR_MAP_NAME>
```
## 三. Node Parameters
可以通过修改 `pcd2pgm/pcd2pgm.yaml` 文件来配置节点的参数。
```yaml
pcd2pgm:
ros__parameters:
pcd_file: /home/lihanchen/NAVIGATION_WS/pcd2pgm/rmuc_2025.pcd # pcd 文件所在目录
odom_to_lidar_odom: [0.0, 0.0, 0.0, 0.0, 0.0, 0.0] # [x, y, z, r, p, y] 里程计到激光雷达的坐标变换(用于变换点云)
flag_pass_through: false # 是否使用 Pass Through 滤波器
map_resolution: 0.05 # 地图分辨率
map_topic_name: map # 发布地图的 ROS 话题名
thre_radius: 0.1 # Radius Outlier 滤波器半径
thre_z_max: 2.0 # Z轴最大值(用于 Pass Through 滤波器)
thre_z_min: 0.1 # Z轴最小值(用于 Pass Through 滤波器)
thres_point_count: 10 # 最小点数阈值(用于 Radius Outlier 滤波器)
```
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pcd2pgm:
ros__parameters:
pcd_file: /home/elephant/agv_pro_ros2/src/point_lio_ros2/PCD/scans.pcd
odom_to_lidar_odom: [0.0, 0.0, 0.0, 0.0, 0.0, 0.0]
# odom_to_lidar_odom: [-0.16, 0.0, -0.18, -0.523599, 0.0, -1.5707963]
flag_pass_through: false
map_resolution: 0.04
map_topic_name: map
thre_radius: 0.1
thre_z_max: 1.3
thre_z_min: 0.3
thres_point_count: 10
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// Copyright 2025 Lihan Chen
//
// 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 PCD2PGM__PCD2PGM_HPP_
#define PCD2PGM__PCD2PGM_HPP_
#include <memory>
#include <string>
#include <vector>
#include "nav_msgs/msg/occupancy_grid.hpp"
#include "pcl/filters/passthrough.h"
#include "rclcpp/rclcpp.hpp"
#include "sensor_msgs/msg/point_cloud2.hpp"
namespace pcd2pgm
{
class Pcd2PgmNode : public rclcpp::Node
{
public:
explicit Pcd2PgmNode(const rclcpp::NodeOptions & options);
private:
void declareParameters();
void getParameters();
void passThroughFilter(double thre_low, double thre_high, bool flag_in);
void radiusOutlierFilter(
const pcl::PointCloud<pcl::PointXYZ>::Ptr & pcd_cloud0, double radius, int thre_count);
void setMapTopicMsg(
const pcl::PointCloud<pcl::PointXYZ>::Ptr cloud, nav_msgs::msg::OccupancyGrid & msg);
void publishCallback();
void applyTransform();
float thre_z_min_;
float thre_z_max_;
float thre_radius_;
bool flag_pass_through_;
float map_resolution_;
int thres_point_count_;
std::string pcd_file_;
std::string map_topic_name_;
std::vector<double> odom_to_lidar_odom_;
std::shared_ptr<pcl::PointCloud<pcl::PointXYZ>> pcd_cloud_;
pcl::PointCloud<pcl::PointXYZ>::Ptr cloud_after_pass_through_;
pcl::PointCloud<pcl::PointXYZ>::Ptr cloud_after_radius_;
nav_msgs::msg::OccupancyGrid map_topic_msg_;
rclcpp::Publisher<nav_msgs::msg::OccupancyGrid>::SharedPtr map_publisher_;
rclcpp::Publisher<sensor_msgs::msg::PointCloud2>::SharedPtr pcd_publisher_;
rclcpp::TimerBase::SharedPtr timer_;
};
} // namespace pcd2pgm
#endif // PCD2PGM__PCD2PGM_HPP_
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# Copyright 2025 Lihan Chen
#
# 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.
import os
from ament_index_python.packages import get_package_share_directory
from launch_ros.actions import Node
from launch import LaunchDescription
from launch.actions import (
DeclareLaunchArgument,
SetEnvironmentVariable,
)
from launch.substitutions import LaunchConfiguration
def generate_launch_description():
# Get the launch directory
bringup_dir = get_package_share_directory("pcd2pgm")
# Create the launch configuration variables``
params_file = LaunchConfiguration("params_file")
rviz_config_file = LaunchConfiguration("rviz_config_file")
stdout_linebuf_envvar = SetEnvironmentVariable(
"RCUTILS_LOGGING_BUFFERED_STREAM", "1"
)
colorized_output_envvar = SetEnvironmentVariable("RCUTILS_COLORIZED_OUTPUT", "1")
declare_params_file_cmd = DeclareLaunchArgument(
"params_file",
default_value=os.path.join(bringup_dir, "config", "pcd2pgm.yaml"),
description="Full path to the ROS2 parameters file to use for all launched nodes",
)
declare_rviz_config_file_cmd = DeclareLaunchArgument(
"rviz_config_file",
default_value=os.path.join(bringup_dir, "rviz", "pcd2pgm.rviz"),
description="Full path to the RVIZ config file to use",
)
start_pcd2pgm_cmd = Node(
package="pcd2pgm",
executable="pcd2pgm_node",
name="pcd2pgm",
output="screen",
parameters=[params_file],
)
start_rviz_cmd = Node(
package="rviz2",
executable="rviz2",
arguments=["-d", rviz_config_file],
output="screen",
remappings=[
("/tf", "tf"),
("/tf_static", "tf_static"),
],
)
# Create the launch description and populate
ld = LaunchDescription()
# Set environment variables
ld.add_action(stdout_linebuf_envvar)
ld.add_action(colorized_output_envvar)
# Declare the launch options
ld.add_action(declare_params_file_cmd)
ld.add_action(declare_rviz_config_file_cmd)
# Add the actions to launch all of the navigation nodes
ld.add_action(start_pcd2pgm_cmd)
ld.add_action(start_rviz_cmd)
return ld
+27
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@@ -0,0 +1,27 @@
<?xml version="1.0"?>
<?xml-model href="http://download.ros.org/schema/package_format3.xsd" schematypens="http://www.w3.org/2001/XMLSchema"?>
<package format="3">
<name>pcd2pgm</name>
<version>0.0.0</version>
<description>Convert .pcd files to .pgm grid maps for navigation.</description>
<maintainer email="lihanchen2004@163.com">LihanChen</maintainer>
<license>Apache-2.0</license>
<author email="lihanchen2004@163.com">LihanChen</author>
<buildtool_depend>ament_cmake</buildtool_depend>
<depend>rclcpp</depend>
<depend>rclcpp_components</depend>
<depend>nav_msgs</depend>
<depend>sensor_msgs</depend>
<depend>pcl_ros</depend>
<depend>pcl_conversions</depend>
<test_depend>ament_lint_auto</test_depend>
<test_depend>ament_lint_common</test_depend>
<test_depend>ament_cmake_clang_format</test_depend>
<export>
<build_type>ament_cmake</build_type>
</export>
</package>
+194
View File
@@ -0,0 +1,194 @@
Panels:
- Class: rviz_common/Displays
Help Height: 0
Name: Displays
Property Tree Widget:
Expanded:
- /Global Options1
Splitter Ratio: 0.5
Tree Height: 716
- Class: rviz_common/Selection
Name: Selection
- Class: rviz_common/Tool Properties
Expanded:
- /2D Goal Pose1
- /Publish Point1
Name: Tool Properties
Splitter Ratio: 0.5886790156364441
- Class: rviz_common/Views
Expanded:
- /Current View1
Name: Views
Splitter Ratio: 0.5
- Class: rviz_common/Time
Experimental: false
Name: Time
SyncMode: 0
SyncSource: cloud_after_radius
Visualization Manager:
Class: ""
Displays:
- Class: rviz_default_plugins/Axes
Enabled: true
Length: 1
Name: Axes
Radius: 0.10000000149011612
Reference Frame: <Fixed Frame>
Value: true
- Alpha: 0.5
Cell Size: 1
Class: rviz_default_plugins/Grid
Color: 160; 160; 164
Enabled: true
Line Style:
Line Width: 0.029999999329447746
Value: Lines
Name: Grid
Normal Cell Count: 0
Offset:
X: 0
Y: 0
Z: 0
Plane: XY
Plane Cell Count: 10
Reference Frame: <Fixed Frame>
Value: true
- Alpha: 0.699999988079071
Class: rviz_default_plugins/Map
Color Scheme: map
Draw Behind: false
Enabled: true
Name: Map
Topic:
Depth: 5
Durability Policy: Volatile
Filter size: 10
History Policy: Keep Last
Reliability Policy: Reliable
Value: /map
Update Topic:
Depth: 5
Durability Policy: Volatile
History Policy: Keep Last
Reliability Policy: Reliable
Value: /map_updates
Use Timestamp: false
Value: true
- Alpha: 1
Autocompute Intensity Bounds: true
Autocompute Value Bounds:
Max Value: 10
Min Value: -10
Value: true
Axis: Z
Channel Name: intensity
Class: rviz_default_plugins/PointCloud2
Color: 255; 255; 255
Color Transformer: Intensity
Decay Time: 0
Enabled: true
Invert Rainbow: false
Max Color: 255; 255; 255
Max Intensity: 4096
Min Color: 0; 0; 0
Min Intensity: 0
Name: cloud_after_radius
Position Transformer: XYZ
Selectable: true
Size (Pixels): 1
Size (m): 0.009999999776482582
Style: Points
Topic:
Depth: 5
Durability Policy: Volatile
Filter size: 10
History Policy: Keep Last
Reliability Policy: Reliable
Value: /pcd_cloud
Use Fixed Frame: true
Use rainbow: true
Value: true
Enabled: true
Global Options:
Background Color: 48; 48; 48
Fixed Frame: map
Frame Rate: 30
Name: root
Tools:
- Class: rviz_default_plugins/Interact
Hide Inactive Objects: true
- Class: rviz_default_plugins/MoveCamera
- Class: rviz_default_plugins/Select
- Class: rviz_default_plugins/FocusCamera
- Class: rviz_default_plugins/Measure
Line color: 128; 128; 0
- Class: rviz_default_plugins/SetInitialPose
Covariance x: 0.25
Covariance y: 0.25
Covariance yaw: 0.06853891909122467
Topic:
Depth: 5
Durability Policy: Volatile
History Policy: Keep Last
Reliability Policy: Reliable
Value: /initialpose
- Class: rviz_default_plugins/SetGoal
Topic:
Depth: 5
Durability Policy: Volatile
History Policy: Keep Last
Reliability Policy: Reliable
Value: /goal_pose
- Class: rviz_default_plugins/PublishPoint
Single click: true
Topic:
Depth: 5
Durability Policy: Volatile
History Policy: Keep Last
Reliability Policy: Reliable
Value: /clicked_point
Transformation:
Current:
Class: rviz_default_plugins/TF
Value: true
Views:
Current:
Class: rviz_default_plugins/Orbit
Distance: 17.899526596069336
Enable Stereo Rendering:
Stereo Eye Separation: 0.05999999865889549
Stereo Focal Distance: 1
Swap Stereo Eyes: false
Value: false
Focal Point:
X: -0.028435707092285156
Y: 0.07508468627929688
Z: 0.047394752502441406
Focal Shape Fixed Size: true
Focal Shape Size: 0.05000000074505806
Invert Z Axis: false
Name: Current View
Near Clip Distance: 0.009999999776482582
Pitch: 0.6574800610542297
Target Frame: <Fixed Frame>
Value: Orbit (rviz)
Yaw: 2.4183316230773926
Saved: ~
Window Geometry:
Displays:
collapsed: false
Height: 982
Hide Left Dock: false
Hide Right Dock: false
QMainWindow State: 000000ff00000000fd0000000400000000000001f70000033afc020000000afb0000001200530065006c0065006300740069006f006e00000001e10000009b000000b000fffffffb0000001e0054006f006f006c002000500072006f007000650072007400690065007302000001ed000001df00000185000000a3fb000000120056006900650077007300200054006f006f02000001df000002110000018500000122fb000000200054006f006f006c002000500072006f0070006500720074006900650073003203000002880000011d000002210000017afb000000100044006900730070006c006100790073010000006e0000033a0000018200fffffffb0000002000730065006c0065006300740069006f006e00200062007500660066006500720200000138000000aa0000023a00000294fb00000014005700690064006500530074006500720065006f02000000e6000000d2000003ee0000030bfb0000000c004b0069006e0065006300740200000186000001060000030c00000261fb0000000c00430061006d006500720061000000022f000000b60000000000000000fb0000001800440065006200750067002000430061006d00650072006100000002b8000000f00000000000000000000000010000010f000004c2fc0200000003fb0000001e0054006f006f006c002000500072006f00700065007200740069006500730100000041000000780000000000000000fb0000000a00560069006500770073000000003d000004c20000013200fffffffb0000001200530065006c0065006300740069006f006e010000025a000000b200000000000000000000000200000490000000a9fc0100000001fb0000000a00560069006500770073030000004e00000080000002e10000019700000003000004380000003efc0100000002fb0000000800540069006d00650000000000000004380000058100fffffffb0000000800540069006d00650100000000000004500000000000000000000004c90000033a00000004000000040000000800000008fc0000000100000002000000010000000a0054006f006f006c00730100000000ffffffff0000000000000000
Selection:
collapsed: false
Time:
collapsed: false
Tool Properties:
collapsed: false
Views:
collapsed: false
Width: 1740
X: 1233
Y: 54
+187
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// Copyright 2025 Lihan Chen
//
// 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 "pcd2pgm/pcd2pgm.hpp"
#include "pcl/common/transforms.h"
#include "pcl/filters/radius_outlier_removal.h"
#include "pcl/io/pcd_io.h"
#include "pcl_conversions/pcl_conversions.h"
namespace pcd2pgm
{
Pcd2PgmNode::Pcd2PgmNode(const rclcpp::NodeOptions & options) : Node("pcd2pgm", options)
{
declareParameters();
getParameters();
rclcpp::QoS map_qos(10);
map_qos.transient_local();
map_qos.reliable();
map_qos.keep_last(1);
pcd_cloud_ = std::make_shared<pcl::PointCloud<pcl::PointXYZ>>();
map_publisher_ = this->create_publisher<nav_msgs::msg::OccupancyGrid>(map_topic_name_, map_qos);
pcd_publisher_ = this->create_publisher<sensor_msgs::msg::PointCloud2>("pcd_cloud", 10);
if (pcl::io::loadPCDFile<pcl::PointXYZ>(pcd_file_, *pcd_cloud_) == -1) {
RCLCPP_ERROR(get_logger(), "Couldn't read file: %s", pcd_file_.c_str());
return;
}
RCLCPP_INFO(get_logger(), "Initial point cloud size: %lu", pcd_cloud_->points.size());
applyTransform();
passThroughFilter(thre_z_min_, thre_z_max_, flag_pass_through_);
radiusOutlierFilter(cloud_after_pass_through_, thre_radius_, thres_point_count_);
setMapTopicMsg(cloud_after_radius_, map_topic_msg_);
timer_ =
create_wall_timer(std::chrono::seconds(1), std::bind(&Pcd2PgmNode::publishCallback, this));
}
void Pcd2PgmNode::publishCallback()
{
sensor_msgs::msg::PointCloud2 output;
pcl::toROSMsg(*cloud_after_radius_, output);
output.header.frame_id = "map";
pcd_publisher_->publish(output);
map_publisher_->publish(map_topic_msg_);
}
void Pcd2PgmNode::declareParameters()
{
declare_parameter("pcd_file", "");
declare_parameter("thre_z_min", 0.5);
declare_parameter("thre_z_max", 2.0);
declare_parameter("flag_pass_through", false);
declare_parameter("thre_radius", 0.5);
declare_parameter("map_resolution", 0.05);
declare_parameter("thres_point_count", 10);
declare_parameter("map_topic_name", "map");
declare_parameter(
"odom_to_lidar_odom", std::vector<double>{0.0, 0.0, 0.0, 0.0, 0.0, 0.0}); // 新增的参数
}
void Pcd2PgmNode::getParameters()
{
get_parameter("pcd_file", pcd_file_);
get_parameter("thre_z_min", thre_z_min_);
get_parameter("thre_z_max", thre_z_max_);
get_parameter("flag_pass_through", flag_pass_through_);
get_parameter("thre_radius", thre_radius_);
get_parameter("map_resolution", map_resolution_);
get_parameter("thres_point_count", thres_point_count_);
get_parameter("map_topic_name", map_topic_name_);
get_parameter("odom_to_lidar_odom", odom_to_lidar_odom_); // 获取新的参数
}
void Pcd2PgmNode::passThroughFilter(double thre_low, double thre_high, bool flag_in)
{
auto filtered_cloud = std::make_shared<pcl::PointCloud<pcl::PointXYZ>>();
pcl::PassThrough<pcl::PointXYZ> passthrough;
passthrough.setInputCloud(pcd_cloud_);
passthrough.setFilterFieldName("z");
passthrough.setFilterLimits(thre_low, thre_high);
passthrough.setNegative(flag_in);
passthrough.filter(*filtered_cloud);
cloud_after_pass_through_ = filtered_cloud;
RCLCPP_INFO(
get_logger(), "After PassThrough filtering: %lu points",
cloud_after_pass_through_->points.size());
}
void Pcd2PgmNode::radiusOutlierFilter(
const pcl::PointCloud<pcl::PointXYZ>::Ptr & input_cloud, double radius, int thre_count)
{
auto filtered_cloud = std::make_shared<pcl::PointCloud<pcl::PointXYZ>>();
pcl::RadiusOutlierRemoval<pcl::PointXYZ> radius_outlier;
radius_outlier.setInputCloud(input_cloud);
radius_outlier.setRadiusSearch(radius);
radius_outlier.setMinNeighborsInRadius(thre_count);
radius_outlier.filter(*filtered_cloud);
cloud_after_radius_ = filtered_cloud;
RCLCPP_INFO(
get_logger(), "After RadiusOutlier filtering: %lu points", cloud_after_radius_->points.size());
}
void Pcd2PgmNode::setMapTopicMsg(
const pcl::PointCloud<pcl::PointXYZ>::Ptr cloud, nav_msgs::msg::OccupancyGrid & msg)
{
msg.header.stamp = now();
msg.header.frame_id = "map";
msg.info.map_load_time = now();
msg.info.resolution = map_resolution_;
double x_min = std::numeric_limits<double>::max();
double x_max = std::numeric_limits<double>::lowest();
double y_min = std::numeric_limits<double>::max();
double y_max = std::numeric_limits<double>::lowest();
if (cloud->points.empty()) {
RCLCPP_WARN(get_logger(), "Point cloud is empty!");
return;
}
for (const auto & point : cloud->points) {
x_min = std::min(x_min, static_cast<double>(point.x));
x_max = std::max(x_max, static_cast<double>(point.x));
y_min = std::min(y_min, static_cast<double>(point.y));
y_max = std::max(y_max, static_cast<double>(point.y));
}
msg.info.origin.position.x = x_min;
msg.info.origin.position.y = y_min;
msg.info.origin.position.z = 0.0;
msg.info.origin.orientation.x = 0.0;
msg.info.origin.orientation.y = 0.0;
msg.info.origin.orientation.z = 0.0;
msg.info.origin.orientation.w = 1.0;
msg.info.width = std::ceil((x_max - x_min) / map_resolution_);
msg.info.height = std::ceil((y_max - y_min) / map_resolution_);
msg.data.assign(msg.info.width * msg.info.height, 0);
for (const auto & point : cloud->points) {
int i = std::floor((point.x - x_min) / map_resolution_);
int j = std::floor((point.y - y_min) / map_resolution_);
if (i >= 0 && i < msg.info.width && j >= 0 && j < msg.info.height) {
msg.data[i + j * msg.info.width] = 100;
}
}
RCLCPP_INFO(get_logger(), "Map data size: %lu", msg.data.size());
}
void Pcd2PgmNode::applyTransform()
{
Eigen::Affine3f transform = Eigen::Affine3f::Identity();
transform.translation() << odom_to_lidar_odom_[0], odom_to_lidar_odom_[1], odom_to_lidar_odom_[2];
transform.rotate(Eigen::AngleAxisf(odom_to_lidar_odom_[3], Eigen::Vector3f::UnitX()));
transform.rotate(Eigen::AngleAxisf(odom_to_lidar_odom_[4], Eigen::Vector3f::UnitY()));
transform.rotate(Eigen::AngleAxisf(odom_to_lidar_odom_[5], Eigen::Vector3f::UnitZ()));
pcl::transformPointCloud(*pcd_cloud_, *pcd_cloud_, transform.inverse());
}
} // namespace pcd2pgm
#include "rclcpp_components/register_node_macro.hpp"
RCLCPP_COMPONENTS_REGISTER_NODE(pcd2pgm::Pcd2PgmNode)