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+# Cartographer纯雷达定位建图
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+所谓纯雷达建图指不依靠IMU或者里程计信息,只使用雷达的深度点云进行建图,但我们的机器人在摩擦力较小容易打滑的地面或者没有里程计信息的机器人上,只使用激光雷达进行定位和建图往往可以取得较好的效果。
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+
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+前一段时间小鱼发的手持雷达建图视频,采用的就是纯雷达的SLAM,比较小鱼是人肉底盘,没办法提供里程计信息。
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+
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+从里程计+雷达SLAM,切换成纯雷达SLAM只需要修改Cartographer的参数即可。
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+新建配置文件 `src/fishbot_cartographer/config/fishbot_laser_2d.lua`,新建launch文件:`src/fishbot_cartographer/launch/cartographer_pure_laser.launch.py`
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+
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+配置文件
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+```lua
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+
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+include "map_builder.lua"
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+include "trajectory_builder.lua"
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+
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+options = {
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+ map_builder = MAP_BUILDER,
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+ trajectory_builder = TRAJECTORY_BUILDER,
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+ map_frame = "map",
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+ -- 跟踪和发布的frame都改成雷达的frameID
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+ tracking_frame = "laser_frame",
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+ published_frame = "laser_frame",
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+ odom_frame = "odom",
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+ -- true改为false,不用提供里程计数据
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+ provide_odom_frame = true,
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+ -- false改为true,仅发布2D位资
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+ publish_frame_projected_to_2d = false,
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+ use_pose_extrapolator = true,
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+ -- true改为false,不使用里程计数据
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+ use_odometry = false,
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+ use_nav_sat = false,
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+ use_landmarks = false,
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+ -- 0改为1,使用一个雷达
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+ num_laser_scans = 1,
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+ -- 1改为0,不使用多波雷达
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+ num_multi_echo_laser_scans = 0,
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+ -- 10改为1,1/1=1等于不分割
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+ num_subdivisions_per_laser_scan = 1,
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+ num_point_clouds = 0,
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+ lookup_transform_timeout_sec = 0.2,
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+ submap_publish_period_sec = 0.3,
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+ pose_publish_period_sec = 5e-3,
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+ trajectory_publish_period_sec = 30e-3,
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+ rangefinder_sampling_ratio = 1.,
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+ odometry_sampling_ratio = 1.,
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+ fixed_frame_pose_sampling_ratio = 1.,
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+ imu_sampling_ratio = 1.,
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+ landmarks_sampling_ratio = 1.,
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+}
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+
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+
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+-- false改为true,启动2D SLAM
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+MAP_BUILDER.use_trajectory_builder_2d = true
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+
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+-- 0改成0.10,比机器人半径小的都忽略
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+TRAJECTORY_BUILDER_2D.min_range = 0.10
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+-- 30改成3.5,限制在雷达最大扫描范围内,越小一般越精确些
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+TRAJECTORY_BUILDER_2D.max_range = 5.5
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+-- 5改成3,传感器数据超出有效范围最大值
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+TRAJECTORY_BUILDER_2D.missing_data_ray_length = 3.
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+-- true改成false,不使用IMU数据,大家可以开启,然后对比下效果
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+TRAJECTORY_BUILDER_2D.use_imu_data = false
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+-- false改成true,使用实时回环检测来进行前端的扫描匹配
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+TRAJECTORY_BUILDER_2D.use_online_correlative_scan_matching = true
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+-- 1.0改成0.1,提高对运动的敏感度
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+-- TRAJECTORY_BUILDER_2D.motion_filter.max_angle_radians = math.rad(0.1)
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+
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+-- 0.55改成0.65,Fast csm的最低分数,高于此分数才进行优化。
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+POSE_GRAPH.constraint_builder.min_score = 0.65
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+--0.6改成0.7,全局定位最小分数,低于此分数则认为目前全局定位不准确
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+POSE_GRAPH.constraint_builder.global_localization_min_score = 0.7
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+
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+TRAJECTORY_BUILDER_2D.real_time_correlative_scan_matcher.linear_search_window = 0.1
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+TRAJECTORY_BUILDER_2D.real_time_correlative_scan_matcher.translation_delta_cost_weight = 10.
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+TRAJECTORY_BUILDER_2D.real_time_correlative_scan_matcher.rotation_delta_cost_weight = 1e-1
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+
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+POSE_GRAPH.optimization_problem.huber_scale = 1e2
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+POSE_GRAPH.optimize_every_n_nodes = 35
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+
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+-- 设置0可关闭全局SLAM
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+-- POSE_GRAPH.optimize_every_n_nodes = 0
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+
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+return options
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+```
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+
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+
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+
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+launch文件
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+
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+接着我们新加一个launch文件,修改参数文件的名称,保存编译即可进行测试。
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+
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+```python
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+import os
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+from launch import LaunchDescription
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+from launch.substitutions import LaunchConfiguration
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+from launch_ros.actions import Node
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+from launch_ros.substitutions import FindPackageShare
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+
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+
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+def generate_launch_description():
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+ # 定位到功能包的地址
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+ pkg_share = FindPackageShare(package='fishbot_cartographer').find('fishbot_cartographer')
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+
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+ #=====================运行节点需要的配置=======================================================================
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+ # 是否使用仿真时间,我们用gazebo,这里设置成true
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+ use_sim_time = LaunchConfiguration('use_sim_time', default='false')
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+ # 地图的分辨率
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+ resolution = LaunchConfiguration('resolution', default='0.05')
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+ # 地图的发布周期
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+ publish_period_sec = LaunchConfiguration('publish_period_sec', default='1.0')
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+ # 配置文件夹路径
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+ configuration_directory = LaunchConfiguration('configuration_directory',default= os.path.join(pkg_share, 'config') )
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+ # 配置文件
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+ configuration_basename = LaunchConfiguration('configuration_basename', default='fishbot_laser_2d.lua')
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+
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+
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+ #=====================声明三个节点,cartographer/occupancy_grid_node/rviz_node=================================
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+ cartographer_node = Node(
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+ package='cartographer_ros',
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+ executable='cartographer_node',
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+ name='cartographer_node',
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+ output='screen',
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+ parameters=[{'use_sim_time': use_sim_time}],
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+ arguments=['-configuration_directory', configuration_directory,
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+ '-configuration_basename', configuration_basename])
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+
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+ cartographer_occupancy_grid_node = Node(
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+ package='cartographer_ros',
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+ executable='cartographer_occupancy_grid_node',
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+ name='cartographer_occupancy_grid_node',
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+ output='screen',
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+ parameters=[{'use_sim_time': use_sim_time}],
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+ arguments=['-resolution', resolution, '-publish_period_sec', publish_period_sec])
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+
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+ rviz_node = Node(
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+ package='rviz2',
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+ executable='rviz2',
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+ name='rviz2',
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+ # arguments=['-d', rviz_config_dir],
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+ parameters=[{'use_sim_time': use_sim_time}],
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+ output='screen')
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+
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+ #===============================================定义启动文件========================================================
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+ ld = LaunchDescription()
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+ ld.add_action(cartographer_node)
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+ ld.add_action(cartographer_occupancy_grid_node)
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+ ld.add_action(rviz_node)
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+
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+ return ld
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+```
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+
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+
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