initial: upload source code to src branch
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README.md
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README.md
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# Soft Arm Sim - ROS 2 柔性机械臂仿真平台
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这是一个基于 ROS 2 (Humble) 开发的柔性机械臂(Soft Manipulator)仿真程序。
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项目实现了基于常曲率(PCC)假设的运动学模型,包含可视化仿真、运动控制接口,并预留了深度学习与硬件控制的扩展接口。
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## 🤖 机器人参数
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- **结构**:3 段 PCC (Piecewise Constant Curvature) 串联
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- **每段配置**:
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- 长度:240mm (3 disks × 80mm间隔)
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- 磁盘直径:80mm
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- 绳索孔距:33mm
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- **自由度**:配置空间 (Configuration Space) 控制,每段由 `theta` (弯曲角) 和 `phi` (偏转角) 定义。
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## 📂 文件结构
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```text
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src/soft_arm_sim/
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├── soft_arm_sim/ # Python 核心源码
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│ ├── base/ # ROS 2 仿真节点 (TF发布, Marker绘制)
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│ ├── control/ # 控制算法 (测试控制器, PID, 甚至 RL)
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│ ├── model/ # 纯数学模型 (PCC运动学, 无ROS依赖)
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│ └── deeplearning/ # 强化学习环境 (Gym)
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├── launch/ # 启动脚本
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├── urdf/ # 机器人视觉模型描述 (Xacro)
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└── resource/ # ROS 资源文件
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soft_arm_sim/launch/simulate.launch.py
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soft_arm_sim/launch/simulate.launch.py
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import os
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from ament_index_python.packages import get_package_share_directory
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from launch import LaunchDescription
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from launch.substitutions import Command
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from launch_ros.actions import Node
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def generate_launch_description():
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pkg_name = 'soft_arm_sim'
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share_dir = get_package_share_directory(pkg_name)
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# 获取 xacro 文件路径
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xacro_file = os.path.join(share_dir, 'urdf', 'soft_arm.urdf.xacro')
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# 1. Robot State Publisher
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# 使用 Command 进行转换,这样更稳定,且能在终端看到详细报错
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robot_description = Command(['xacro ', xacro_file])
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node_robot_state_publisher = Node(
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package='robot_state_publisher',
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executable='robot_state_publisher',
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output='screen',
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parameters=[{'robot_description': robot_description}]
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)
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# 2. 仿真节点
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node_simulator = Node(
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package=pkg_name,
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executable='simulator',
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output='screen'
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)
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# 3. Rviz2
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node_rviz = Node(
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package='rviz2',
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executable='rviz2',
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name='rviz2',
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)
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return LaunchDescription([
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node_robot_state_publisher,
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node_simulator,
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node_rviz
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])
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soft_arm_sim/package.xml
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soft_arm_sim/package.xml
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<?xml version="1.0"?>
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<?xml-model href="http://download.ros.org/schema/package_format3.xsd" schematypens="http://www.w3.org/2001/XMLSchema"?>
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<package format="3">
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<name>soft_arm_sim</name>
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<version>0.0.0</version>
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<description>Soft Robot Arm Simulation with 3 PCC sections</description>
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<maintainer email="user@todo.todo">mio</maintainer>
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<license>TODO: License declaration</license>
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<depend>rclpy</depend>
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<depend>std_msgs</depend>
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<depend>geometry_msgs</depend>
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<depend>visualization_msgs</depend>
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<depend>tf2_ros</depend>
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<depend>robot_state_publisher</depend>
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<depend>xacro</depend>
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<depend>rviz2</depend>
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<!-- Python 库依赖 (虽然 colcon 不一定自动安装 pip 库,但写在这里是好习惯) -->
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<exec_depend>python3-numpy</exec_depend>
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<exec_depend>python3-scipy</exec_depend>
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<test_depend>ament_copyright</test_depend>
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<test_depend>ament_flake8</test_depend>
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<test_depend>ament_pep257</test_depend>
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<test_depend>python3-pytest</test_depend>
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<export>
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<build_type>ament_python</build_type>
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</export>
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</package>
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soft_arm_sim/resource/soft_arm_sim
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soft_arm_sim/resource/soft_arm_sim
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soft_arm_sim/setup.cfg
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soft_arm_sim/setup.cfg
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[develop]
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script_dir=$base/lib/soft_arm_sim
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[install]
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install_scripts=$base/lib/soft_arm_sim
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soft_arm_sim/setup.py
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soft_arm_sim/setup.py
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from setuptools import setup, find_packages
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import os
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from glob import glob
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package_name = 'soft_arm_sim'
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setup(
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name=package_name,
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version='0.0.0',
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# 自动查找所有包含 __init__.py 的子包
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packages=find_packages(exclude=['test']),
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data_files=[
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('share/ament_index/resource_index/packages',
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['resource/' + package_name]),
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('share/' + package_name, ['package.xml']),
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# 1. 安装 launch 文件
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(os.path.join('share', package_name, 'launch'), glob('launch/*.launch.py')),
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# 2. 安装 urdf 文件 (非常重要,否则 robot_state_publisher 找不到模型)
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(os.path.join('share', package_name, 'urdf'), glob('urdf/*')),
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# 3. 配置文件安装
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(os.path.join('share', package_name, 'config'), glob('config/*.yaml')),
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],
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install_requires=['setuptools'],
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zip_safe=True,
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maintainer='mio',
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maintainer_email='user@todo.todo',
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description='Soft Robot Arm Simulation',
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license='TODO: License declaration',
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tests_require=['pytest'],
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entry_points={
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'console_scripts': [
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# 格式: '可执行文件名 = 包名.路径.文件名:函数名'
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# 仿真核心节点 (对应 base/simulation_node.py 中的 main 函数)
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'simulator = soft_arm_sim.base.simulation_node:main',
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# 测试控制器 (对应 control/test_controller.py 中的 main 函数)
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'sine_controller = soft_arm_sim.control.test_controller:main',
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],
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},
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)
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soft_arm_sim/soft_arm_sim/__init__.py
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soft_arm_sim/soft_arm_sim/__init__.py
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soft_arm_sim/soft_arm_sim/__pycache__/__init__.cpython-310.pyc
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soft_arm_sim/soft_arm_sim/__pycache__/__init__.cpython-310.pyc
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soft_arm_sim/soft_arm_sim/base/__init__.py
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soft_arm_sim/soft_arm_sim/base/__init__.py
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soft_arm_sim/soft_arm_sim/base/simulation_node.py
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soft_arm_sim/soft_arm_sim/base/simulation_node.py
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import rclpy
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from rclpy.node import Node
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from rclpy.qos import QoSProfile, ReliabilityPolicy, HistoryPolicy, DurabilityPolicy
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from geometry_msgs.msg import TransformStamped, Point
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from visualization_msgs.msg import Marker, MarkerArray # 引入 MarkerArray
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from std_msgs.msg import Float64MultiArray
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from builtin_interfaces.msg import Time
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import tf2_ros
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import numpy as np
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from scipy.spatial.transform import Rotation
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from soft_arm_sim.model.pcc_kinematics import SoftArmKinematics
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class SoftArmSimulator(Node):
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def __init__(self):
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super().__init__('soft_arm_simulator')
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self.kinematics = SoftArmKinematics()
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# TF 广播器 (依然保留,为了保证 base_link 存在,且供其他节点使用)
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self.tf_broadcaster = tf2_ros.TransformBroadcaster(self)
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# QoS 设置
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marker_qos = QoSProfile(
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depth=1,
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reliability=ReliabilityPolicy.RELIABLE,
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history=HistoryPolicy.KEEP_LAST,
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durability=DurabilityPolicy.VOLATILE
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)
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# 注意:这里改成了 MarkerArray
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self.marker_pub = self.create_publisher(MarkerArray, 'soft_arm_visual', marker_qos)
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self.create_subscription(Float64MultiArray, 'soft_arm/command', self.cmd_callback, 10)
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self.current_config = [
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(0.0, 0.0, 0.24),
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(0.0, 0.0, 0.24),
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(0.0, 0.0, 0.24)
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]
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# 30Hz
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self.timer = self.create_timer(0.033, self.update_loop)
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def cmd_callback(self, msg):
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data = msg.data
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if len(data) >= 6:
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self.current_config[0] = (data[0], data[1], 0.24)
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self.current_config[1] = (data[2], data[3], 0.24)
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self.current_config[2] = (data[4], data[5], 0.24)
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def update_loop(self):
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transforms, curve_points = self.kinematics.forward(self.current_config)
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# --- 策略:TF 用真实时间(保住 base_link),Marker 用 0 时间(保住同步)---
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real_time = self.get_clock().now().to_msg()
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# 1. 发布 TF (这是为了系统健全性,不用于显示)
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disk_names = [
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"sec1_disk1", "sec1_disk2", "sec1_disk3",
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"sec2_disk1", "sec2_disk2", "sec2_disk3",
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"sec3_disk1", "sec3_disk2", "sec3_disk3"
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]
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for i, T in enumerate(transforms):
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t = TransformStamped()
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t.header.stamp = real_time # 真实时间,保证 base_link 不丢
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t.header.frame_id = "base_link"
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t.child_frame_id = disk_names[i]
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t.transform.translation.x = T[0, 3]
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t.transform.translation.y = T[1, 3]
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t.transform.translation.z = T[2, 3]
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r = Rotation.from_matrix(T[:3, :3])
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q = r.as_quat()
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t.transform.rotation.x = q[0]
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t.transform.rotation.y = q[1]
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t.transform.rotation.z = q[2]
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t.transform.rotation.w = q[3]
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self.tf_broadcaster.sendTransform(t)
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# 2. 发布全套 Marker (Line + Disks)
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self.publish_all_visuals(transforms, curve_points)
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def publish_all_visuals(self, transforms, curve_points):
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marker_array = MarkerArray()
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# 通用设置
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zero_time = Time() # 强制零时间,立刻渲染
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# --- A. 创建 Disk Markers (替代 RobotModel) ---
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for i, T in enumerate(transforms):
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disk = Marker()
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disk.header.stamp = zero_time
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disk.header.frame_id = "base_link"
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disk.ns = "disks"
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disk.id = i + 1 # ID 从 1 开始
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disk.type = Marker.CYLINDER
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disk.action = Marker.ADD
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# 尺寸 (80mm 直径, 5mm 厚)
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disk.scale.x = 0.08
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disk.scale.y = 0.08
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disk.scale.z = 0.005
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# 颜色 (根据段区分)
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disk.color.a = 1.0
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if i < 3: # Sec 1: Red
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disk.color.r, disk.color.g, disk.color.b = 1.0, 0.0, 0.0
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elif i < 6: # Sec 2: Green
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disk.color.r, disk.color.g, disk.color.b = 0.0, 1.0, 0.0
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else: # Sec 3: Blue
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disk.color.r, disk.color.g, disk.color.b = 0.0, 0.0, 1.0
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# 位置
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disk.pose.position.x = T[0, 3]
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disk.pose.position.y = T[1, 3]
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disk.pose.position.z = T[2, 3]
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# 姿态
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r = Rotation.from_matrix(T[:3, :3])
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q = r.as_quat()
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disk.pose.orientation.x = q[0]
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disk.pose.orientation.y = q[1]
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disk.pose.orientation.z = q[2]
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disk.pose.orientation.w = q[3]
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disk.lifetime.sec = 0
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disk.lifetime.nanosec = 0
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marker_array.markers.append(disk)
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# --- B. 创建 Backbone Marker (白色中轴) ---
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line = Marker()
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line.header.stamp = zero_time
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line.header.frame_id = "base_link"
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line.ns = "backbone"
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line.id = 0
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line.type = Marker.LINE_STRIP
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line.action = Marker.ADD
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line.scale.x = 0.008
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line.color.a = 1.0
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line.color.r = 0.9
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line.color.g = 0.9
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line.color.b = 0.9
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line.lifetime.sec = 0
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line.lifetime.nanosec = 0
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# 填充点
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for p_np in curve_points:
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p = Point()
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p.x, p.y, p.z = float(p_np[0]), float(p_np[1]), float(p_np[2])
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line.points.append(p)
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marker_array.markers.append(line)
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# 发布
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self.marker_pub.publish(marker_array)
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def main(args=None):
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rclpy.init(args=args)
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node = SoftArmSimulator()
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rclpy.spin(node)
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node.destroy_node()
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rclpy.shutdown()
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soft_arm_sim/soft_arm_sim/control/__init__.py
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soft_arm_sim/soft_arm_sim/control/__init__.py
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soft_arm_sim/soft_arm_sim/control/test_controller.py
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soft_arm_sim/soft_arm_sim/control/test_controller.py
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import rclpy
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from rclpy.node import Node
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from std_msgs.msg import Float64MultiArray
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import numpy as np
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class SineWaveController(Node):
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def __init__(self):
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super().__init__('sine_controller')
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self.pub = self.create_publisher(Float64MultiArray, 'soft_arm/command', 10)
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self.timer = self.create_timer(0.05, self.timer_callback)
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self.t = 0.0
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def timer_callback(self):
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msg = Float64MultiArray()
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# 让三个段做不同相位的摆动
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# [theta1, phi1, theta2, phi2, theta3, phi3]
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theta1 = 0.5 * np.sin(self.t) + 0.5 # 弯曲程度
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phi1 = self.t # 旋转方向
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theta2 = 0.5 * np.sin(self.t + 1.0) + 0.5
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phi2 = self.t + 1.0
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theta3 = 0.5 * np.sin(self.t + 2.0) + 0.5
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phi3 = self.t + 2.0
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msg.data = [theta1, phi1, theta2, phi2, theta3, phi3]
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self.pub.publish(msg)
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self.t += 0.05
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def main(args=None):
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rclpy.init(args=args)
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node = SineWaveController()
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rclpy.spin(node)
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node.destroy_node()
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rclpy.shutdown()
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soft_arm_sim/soft_arm_sim/model/__init__.py
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soft_arm_sim/soft_arm_sim/model/__init__.py
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soft_arm_sim/soft_arm_sim/model/pcc_kinematics.py
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soft_arm_sim/soft_arm_sim/model/pcc_kinematics.py
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import numpy as np
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class PCCSection:
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def __init__(self, length=0.240, disk_num=3, disk_radius=0.033):
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self.L0 = length
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self.n_disks = disk_num
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self.d_per_segment = length / disk_num
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def _get_transform_at_s(self, s, q):
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"""
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计算圆弧上任意位置 s 处的变换矩阵
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q: [theta, phi, length]
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"""
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theta, phi, s_total = q
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T = np.eye(4)
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# 奇异点处理:直线状态
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if abs(theta) < 1e-6:
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T[0, 3] = 0
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T[1, 3] = 0
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T[2, 3] = s
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else:
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# 常曲率公式
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k = theta / s_total # 曲率
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# 注意:这里的 s 是当前点在弧上的长度
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# 当 s > s_total 时(拉伸),我们假设曲率均匀分布在整个 s_total 上
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# 这里简化处理,直接用 s 计算几何
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|
||||
ct = np.cos(theta * (s / s_total))
|
||||
st = np.sin(theta * (s / s_total))
|
||||
cp = np.cos(phi)
|
||||
sp = np.sin(phi)
|
||||
|
||||
R = np.array([
|
||||
[cp*cp*(ct-1)+1, cp*sp*(ct-1), cp*st],
|
||||
[cp*sp*(ct-1), sp*sp*(ct-1)+1, sp*st],
|
||||
[-cp*st, -sp*st, ct]
|
||||
])
|
||||
|
||||
p = np.array([
|
||||
(cp * (1 - ct)) / k,
|
||||
(sp * (1 - ct)) / k,
|
||||
st / k
|
||||
])
|
||||
|
||||
T[:3, :3] = R
|
||||
T[:3, 3] = p
|
||||
|
||||
return T
|
||||
|
||||
def forward_kinematics(self, q):
|
||||
"""返回所有 Disk 的变换矩阵 (用于 TF)"""
|
||||
theta, phi, s_total = q
|
||||
transforms = []
|
||||
for i in range(1, self.n_disks + 1):
|
||||
s = (s_total / self.n_disks) * i
|
||||
transforms.append(self._get_transform_at_s(s, q))
|
||||
return transforms
|
||||
|
||||
def get_curve_points(self, q, num_points=10):
|
||||
"""
|
||||
返回用于画线的密集点集 (相对坐标)
|
||||
:param num_points: 这一段生成的点数 (越多越平滑)
|
||||
"""
|
||||
theta, phi, s_total = q
|
||||
points = []
|
||||
# 生成从 0 到 L 的密集点
|
||||
s_values = np.linspace(0, s_total, num_points)
|
||||
|
||||
for s in s_values:
|
||||
T = self._get_transform_at_s(s, q)
|
||||
points.append(T[:3, 3]) # 只取位置 xyz
|
||||
|
||||
return points
|
||||
|
||||
class SoftArmKinematics:
|
||||
def __init__(self):
|
||||
# 3段 PCC
|
||||
self.sections = [
|
||||
PCCSection(length=0.24, disk_num=3),
|
||||
PCCSection(length=0.24, disk_num=3),
|
||||
PCCSection(length=0.24, disk_num=3)
|
||||
]
|
||||
|
||||
def forward(self, joint_configs):
|
||||
"""
|
||||
返回:
|
||||
1. transforms: 用于发布 TF (Base -> Disk)
|
||||
2. path_points: 用于发布 Marker (平滑曲线)
|
||||
"""
|
||||
all_transforms = []
|
||||
all_path_points = []
|
||||
|
||||
T_current_base = np.eye(4) # 当前段基座
|
||||
|
||||
# 初始点 (0,0,0)
|
||||
all_path_points.append(T_current_base[:3, 3])
|
||||
|
||||
for i, config in enumerate(joint_configs):
|
||||
# 1. 计算 TF (Disks)
|
||||
section_transforms = self.sections[i].forward_kinematics(config)
|
||||
|
||||
# 2. 计算 曲线点 (Marker)
|
||||
# 获取当前段内的局部密集点
|
||||
local_points = self.sections[i].get_curve_points(config, num_points=15)
|
||||
|
||||
# 将局部点转换到全局坐标系
|
||||
for p_local in local_points:
|
||||
# 点: p_global = R * p_local + t
|
||||
p_global = T_current_base[:3, :3] @ p_local + T_current_base[:3, 3]
|
||||
all_path_points.append(p_global)
|
||||
|
||||
# 处理 TF 级联
|
||||
for T_local in section_transforms:
|
||||
T_global = T_current_base @ T_local
|
||||
all_transforms.append(T_global)
|
||||
|
||||
# 更新下一段基座
|
||||
if section_transforms:
|
||||
T_current_base = all_transforms[-1]
|
||||
|
||||
return all_transforms, all_path_points
|
||||
57
soft_arm_sim/urdf/soft_arm.urdf.xacro
Normal file
57
soft_arm_sim/urdf/soft_arm.urdf.xacro
Normal file
@ -0,0 +1,57 @@
|
||||
<?xml version="1.0"?>
|
||||
<robot xmlns:xacro="http://www.ros.org/wiki/xacro" name="soft_arm">
|
||||
|
||||
<xacro:property name="disk_radius" value="0.04" />
|
||||
<xacro:property name="disk_height" value="0.005" />
|
||||
|
||||
<!-- Base Link -->
|
||||
<link name="base_link">
|
||||
<visual>
|
||||
<geometry>
|
||||
<box size="0.1 0.1 0.02"/>
|
||||
</geometry>
|
||||
<material name="grey">
|
||||
<color rgba="0.5 0.5 0.5 1"/>
|
||||
</material>
|
||||
</visual>
|
||||
</link>
|
||||
|
||||
<!-- Macro for a Disk -->
|
||||
<xacro:macro name="pcc_disk" params="name parent color">
|
||||
<link name="${name}">
|
||||
<visual>
|
||||
<geometry>
|
||||
<cylinder radius="${disk_radius}" length="${disk_height}"/>
|
||||
</geometry>
|
||||
<origin xyz="0 0 0" rpy="0 0 0"/>
|
||||
<material name="${color}_mat">
|
||||
<color rgba="${color} 1"/>
|
||||
</material>
|
||||
</visual>
|
||||
</link>
|
||||
|
||||
<!-- !!!核心修改在这里!!! -->
|
||||
<!-- 必须添加 Joint,否则 robot_state_publisher 会崩溃 -->
|
||||
<!-- type="floating" 表示这个关节是浮动的,位置由外部 TF 决定 -->
|
||||
<joint name="${name}_joint" type="floating">
|
||||
<parent link="${parent}"/>
|
||||
<child link="${name}"/>
|
||||
</joint>
|
||||
</xacro:macro>
|
||||
|
||||
<!-- Section 1 -->
|
||||
<xacro:pcc_disk name="sec1_disk1" parent="base_link" color="1 0 0"/>
|
||||
<xacro:pcc_disk name="sec1_disk2" parent="base_link" color="1 0 0"/>
|
||||
<xacro:pcc_disk name="sec1_disk3" parent="base_link" color="1 0 0"/>
|
||||
|
||||
<!-- Section 2 -->
|
||||
<xacro:pcc_disk name="sec2_disk1" parent="base_link" color="0 1 0"/>
|
||||
<xacro:pcc_disk name="sec2_disk2" parent="base_link" color="0 1 0"/>
|
||||
<xacro:pcc_disk name="sec2_disk3" parent="base_link" color="0 1 0"/>
|
||||
|
||||
<!-- Section 3 -->
|
||||
<xacro:pcc_disk name="sec3_disk1" parent="base_link" color="0 0 1"/>
|
||||
<xacro:pcc_disk name="sec3_disk2" parent="base_link" color="0 0 1"/>
|
||||
<xacro:pcc_disk name="sec3_disk3" parent="base_link" color="0 0 1"/>
|
||||
|
||||
</robot>
|
||||
Loading…
Reference in New Issue
Block a user