<?xml version="1.0"?> <launch> <!-- 前面4个节点的代码文件在hdl_graph_slam/apps/... 是在ROS中注册的插件 prefiltering_nodelet: !!!! 点云滤波 !!!! 包(pkg): nodelet 类型(type): nodelet 名称(name): prefiltering_nodelet 作用:加载并执行hdl_graph_slam包中的PrefilteringNodelet,用于对激光雷达点云数据进行预处理,包括距离滤波、下采样和离群点移除。 scan_matching_odometry_nodelet: !!!!帧间匹配,也就是激光里程计(前端里程计) !!!! 包(pkg): nodelet 类型(type): nodelet 名称(name): scan_matching_odometry_nodelet 作用:加载并执行hdl_graph_slam包中的ScanMatchingOdometryNodelet,用于通过扫描匹配进行里程计估计。 floor_detection_nodelet (条件启动,取决于 enable_floor_detection 参数): !!!!地平面检测 !!!! 包(pkg): nodelet 类型(type): nodelet 名称(name): floor_detection_nodelet 作用:加载并执行hdl_graph_slam包中的FloorDetectionNodelet,用于检测地面平面。 hdl_graph_slam_nodelet: !!!!后端概率图构建 !!!! 包(pkg): nodelet 类型(type): nodelet 名称(name): hdl_graph_slam_nodelet 作用:加载并执行hdl_graph_slam包中的HdlGraphSlamNodelet,用于执行基于图的SLAM(Simultaneous Localization and Mapping)。 lidar2base_publisher: 包(pkg): tf 类型(type): static_transform_publisher 作用:发布从base_link到velodyne(激光雷达)的静态坐标变换。这里的参数0 0 0 0 0 0表示没有平移和旋转,即激光雷达与base_link坐标系重合。 velodyne_nodelet_manager: 包(pkg): nodelet 类型(type): nodelet 名称(name): velodyne_nodelet_manager 作用:作为一个节点管理器,用于管理其他节点(nodelet)。 map2odom_publisher: 包(pkg): hdl_graph_slam 类型(type): map2odom_publisher.py 名称(name): map2odom_publisher 作用:这是一个Python脚本,用于发布从地图到里程计的变换。 --> <!-- 使用仿真时间 --> <param name="use_sim_time" value="true" /> <!-- 回放rosbag文件 --> <!-- /home/mj/hdl_slam/hdl_400.bag --> <node pkg="rosbag" type="play" name="player" output="screen" args="--clock /home/mj/hdl_slam/hdl_400.bag"/> <node pkg="hdl_graph_slam" type="laser2cloud" name="laser2cloud" output="log" /> <node name="rviz" pkg="rviz" type="rviz" args="-d $(find hdl_graph_slam)/rviz/hdl_graph_slam.rviz"/> <!-- 线程池 用另外一个线程实现后端 --> <!-- arguments --> <arg name="nodelet_manager" default="velodyne_nodelet_manager" /> <arg name="enable_floor_detection" default="true" /> <arg name="enable_gps" default="false" /> <arg name="enable_imu_acc" default="false" /> <arg name="enable_imu_ori" default="false" /> <arg name="points_topic" default="/velodyne_points" /> <arg name="map_frame_id" default="map" /> <arg name="lidar_odom_frame_id" default="odom" /> <!-- optional arguments --> <arg name="enable_robot_odometry_init_guess" default="false" /> <arg name="robot_odom_frame_id" default="robot_odom" /> <!-- transformation between lidar and base_link --> <node pkg="tf" type="static_transform_publisher" name="lidar2base_publisher" args="0 0 0 0 0 0 base_link velodyne 10" /> <!-- in case you use velodyne_driver, comment out the following line --> <node pkg="nodelet" type="nodelet" name="$(arg nodelet_manager)" args="manager" output="screen"/> <!-- prefiltering_nodelet --> <node pkg="nodelet" type="nodelet" name="prefiltering_nodelet" args="load hdl_graph_slam/PrefilteringNodelet $(arg nodelet_manager)"> <remap from="/velodyne_points" to="$(arg points_topic)" /> <!-- in case base_link_frame is blank, mapping will be performed in the lidar frame --> <param name="base_link_frame" value="base_link" /> <!-- distance filter --> <param name="use_distance_filter" value="true" /> <param name="distance_near_thresh" value="0.1" /> <param name="distance_far_thresh" value="100.0" /> <!-- NONE, VOXELGRID, or APPROX_VOXELGRID --> <param name="downsample_method" value="VOXELGRID" /> <param name="downsample_resolution" value="0.1" /> <!-- NONE, RADIUS, or STATISTICAL --> <param name="outlier_removal_method" value="RADIUS" /> <param name="statistical_mean_k" value="30" /> <param name="statistical_stddev" value="1.2" /> <param name="radius_radius" value="0.5" /> <param name="radius_min_neighbors" value="2" /> </node> <!-- scan_matching_odometry_nodelet --> <node pkg="nodelet" type="nodelet" name="scan_matching_odometry_nodelet" args="load hdl_graph_slam/ScanMatchingOdometryNodelet $(arg nodelet_manager)" output="screen"> <param name="points_topic" value="$(arg points_topic)" /> <param name="odom_frame_id" value="$(arg lidar_odom_frame_id)" /> <param name="robot_odom_frame_id" value="$(arg robot_odom_frame_id)" /> <param name="keyframe_delta_trans" value="1.0" /> <param name="keyframe_delta_angle" value="1.0" /> <param name="keyframe_delta_time" value="10000.0" /> <param name="transform_thresholding" value="false" /> <param name="enable_robot_odometry_init_guess" value="$(arg enable_robot_odometry_init_guess)" /> <param name="max_acceptable_trans" value="1.0" /> <param name="max_acceptable_angle" value="1.0" /> <param name="downsample_method" value="NONE" /> <param name="downsample_resolution" value="0.1" /> <!-- ICP, GICP, NDT, GICP_OMP, NDT_OMP, FAST_GICP(recommended), or FAST_VGICP --> <param name="registration_method" value="FAST_GICP" /> <param name="reg_num_threads" value="0" /> <param name="reg_transformation_epsilon" value="0.1"/> <param name="reg_maximum_iterations" value="64"/> <param name="reg_max_correspondence_distance" value="2.0"/> <param name="reg_max_optimizer_iterations" value="20"/> <param name="reg_use_reciprocal_correspondences" value="false"/> <param name="reg_correspondence_randomness" value="20"/> <param name="reg_resolution" value="1.0" /> <param name="reg_nn_search_method" value="DIRECT7" /> </node> <!-- floor_detection_nodelet --> <node pkg="nodelet" type="nodelet" name="floor_detection_nodelet" args="load hdl_graph_slam/FloorDetectionNodelet $(arg nodelet_manager)" if="$(arg enable_floor_detection)"> <param name="points_topic" value="$(arg points_topic)" /> <param name="tilt_deg" value="0.0" /> <param name="sensor_height" value="2.0" /> <param name="height_clip_range" value="1.0" /> <param name="floor_pts_thresh" value="512" /> <param name="use_normal_filtering" value="true" /> <param name="normal_filter_thresh" value="20.0" /> </node> <!-- hdl_graph_slam_nodelet --> <node pkg="nodelet" type="nodelet" name="hdl_graph_slam_nodelet" args="load hdl_graph_slam/HdlGraphSlamNodelet $(arg nodelet_manager)" output="screen"> <param name="points_topic" value="$(arg points_topic)" /> <!-- frame settings --> <param name="map_frame_id" value="$(arg map_frame_id)" /> <param name="odom_frame_id" value="$(arg lidar_odom_frame_id)" /> <!-- optimization params --> <!-- typical solvers: gn_var, gn_fix6_3, gn_var_cholmod, lm_var, lm_fix6_3, lm_var_cholmod, ... --> <param name="g2o_solver_type" value="lm_var_cholmod" /> <param name="g2o_solver_num_iterations" value="512" /> <!-- constraint switches --> <param name="enable_gps" value="$(arg enable_gps)" /> <param name="enable_imu_acceleration" value="$(arg enable_imu_acc)" /> <param name="enable_imu_orientation" value="$(arg enable_imu_ori)" /> <!-- keyframe registration params --> <param name="max_keyframes_per_update" value="10" /> <param name="keyframe_delta_trans" value="2.0" /> <param name="keyframe_delta_angle" value="2.0" /> <!-- fix first node for optimization stability --> <param name="fix_first_node" value="true"/> <param name="fix_first_node_stddev" value="10 10 10 1 1 1"/> <param name="fix_first_node_adaptive" value="true"/> <!-- loop closure params --> <param name="distance_thresh" value="15.0" /> <param name="accum_distance_thresh" value="25.0" /> <param name="min_edge_interval" value="15.0" /> <param name="fitness_score_thresh" value="2.5" /> <!-- scan matching params --> <param name="registration_method" value="FAST_GICP" /> <param name="reg_num_threads" value="0" /> <param name="reg_transformation_epsilon" value="0.1"/> <param name="reg_maximum_iterations" value="64"/> <param name="reg_max_correspondence_distance" value="2.0"/> <param name="reg_max_optimizer_iterations" value="20"/> <param name="reg_use_reciprocal_correspondences" value="false"/> <param name="reg_correspondence_randomness" value="20"/> <param name="reg_resolution" value="1.0" /> <param name="reg_nn_search_method" value="DIRECT7" /> <!-- edge params --> <!-- GPS --> <param name="gps_edge_robust_kernel" value="NONE" /> <param name="gps_edge_robust_kernel_size" value="1.0" /> <param name="gps_edge_stddev_xy" value="20.0" /> <param name="gps_edge_stddev_z" value="5.0" /> <!-- IMU orientation --> <param name="imu_orientation_edge_robust_kernel" value="NONE" /> <param name="imu_orientation_edge_stddev" value="1.0" /> <!-- IMU acceleration (gravity vector) --> <param name="imu_acceleration_edge_robust_kernel" value="NONE" /> <param name="imu_acceleration_edge_stddev" value="1.0" /> <!-- ground plane --> <param name="floor_edge_robust_kernel" value="NONE" /> <param name="floor_edge_stddev" value="10.0" /> <!-- scan matching --> <!-- robust kernels: NONE, Cauchy, DCS, Fair, GemanMcClure, Huber, PseudoHuber, Saturated, Tukey, Welsch --> <param name="odometry_edge_robust_kernel" value="NONE" /> <param name="odometry_edge_robust_kernel_size" value="1.0" /> <param name="loop_closure_edge_robust_kernel" value="Huber" /> <param name="loop_closure_edge_robust_kernel_size" value="1.0" /> <param name="use_const_inf_matrix" value="false" /> <param name="const_stddev_x" value="0.5" /> <param name="const_stddev_q" value="0.1" /> <param name="var_gain_a" value="20.0" /> <param name="min_stddev_x" value="0.1" /> <param name="max_stddev_x" value="5.0" /> <param name="min_stddev_q" value="0.05" /> <param name="max_stddev_q" value="0.2" /> <!-- update params --> <param name="graph_update_interval" value="3.0" /> <param name="map_cloud_update_interval" value="10.0" /> <param name="map_cloud_resolution" value="0.05" /> </node> <node pkg="hdl_graph_slam" type="map2odom_publisher.py" name="map2odom_publisher" output="screen"/> </launch>