Merge pull request 'feat: 360° LIDAR obstacle avoidance (Issue #364)' (#380) from sl-controls/issue-364-lidar-avoidance into main
This commit is contained in:
commit
b942bb549a
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# LIDAR Avoidance Configuration for SaltyBot
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# 360° obstacle detection with RPLIDAR A1M8
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lidar_avoidance:
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ros__parameters:
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# Emergency stop distance threshold (meters)
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# Robot will trigger hard stop if obstacle closer than this
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emergency_stop_distance: 0.5
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# Reference speed for safety zone calculation (m/s)
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# 5.56 m/s = 20 km/h
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max_speed_reference: 5.56
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# Safety zone distance at maximum reference speed (meters)
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# At 20 km/h, robot maintains 3m clearance before reducing speed
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safety_zone_at_max_speed: 3.0
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# Minimum safety zone distance (meters)
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# At zero speed, robot maintains this clearance
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# Must be >= emergency_stop_distance for smooth operation
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min_safety_zone: 0.6
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# Forward scanning window (degrees)
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# ±30° forward cone = 60° total forward scan window
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# RPLIDAR A1M8 provides full 360° data, but we focus on forward obstacles
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angle_window_degrees: 60
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# Debounce frames for obstacle detection
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# Number of consecutive scans with obstacle before triggering alert
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# Reduces false positives from noise/reflections
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debounce_frames: 2
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"""Launch file for LIDAR avoidance node."""
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from launch import LaunchDescription
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from launch_ros.actions import Node
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from launch.substitutions import LaunchConfiguration
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from launch.actions import DeclareLaunchArgument
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import os
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from ament_index_python.packages import get_package_share_directory
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def generate_launch_description():
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"""Generate launch description for LIDAR avoidance."""
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pkg_dir = get_package_share_directory("saltybot_lidar_avoidance")
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config_file = os.path.join(
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pkg_dir, "config", "lidar_avoidance_params.yaml"
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)
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return LaunchDescription(
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[
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DeclareLaunchArgument(
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"config_file",
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default_value=config_file,
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description="Path to configuration YAML file",
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),
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Node(
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package="saltybot_lidar_avoidance",
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executable="lidar_avoidance_node",
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name="lidar_avoidance",
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output="screen",
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parameters=[LaunchConfiguration("config_file")],
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),
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]
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)
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29
jetson/ros2_ws/src/saltybot_lidar_avoidance/package.xml
Normal file
29
jetson/ros2_ws/src/saltybot_lidar_avoidance/package.xml
Normal file
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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>saltybot_lidar_avoidance</name>
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<version>0.1.0</version>
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<description>
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360° LIDAR obstacle avoidance for SaltyBot using RPLIDAR A1M8.
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Publishes local costmap, obstacle alerts, and filtered cmd_vel with emergency stop.
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</description>
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<maintainer email="sl-controls@saltylab.local">sl-controls</maintainer>
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<license>MIT</license>
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<depend>rclpy</depend>
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<depend>geometry_msgs</depend>
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<depend>sensor_msgs</depend>
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<depend>std_msgs</depend>
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<depend>nav_msgs</depend>
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<buildtool_depend>ament_python</buildtool_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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"""SaltyBot LIDAR obstacle avoidance package."""
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#!/usr/bin/env python3
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"""360° LIDAR obstacle avoidance node for SaltyBot.
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Uses RPLIDAR A1M8 for 360° scanning with speed-dependent safety zones.
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Publishes emergency alerts and filtered cmd_vel with obstacle avoidance.
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Subscribed topics:
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/scan (sensor_msgs/LaserScan) - RPLIDAR A1M8 scan data
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/cmd_vel (geometry_msgs/Twist) - Input velocity command
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Published topics:
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/saltybot/obstacle_alert (std_msgs/Bool) - Obstacle detected alert
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/cmd_vel_safe (geometry_msgs/Twist) - Filtered velocity (avoidance applied)
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/saltybot/lidar_avoidance_status (std_msgs/String) - Debug status JSON
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"""
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import json
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import math
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from typing import Tuple
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import rclpy
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from rclpy.node import Node
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from sensor_msgs.msg import LaserScan
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from geometry_msgs.msg import Twist
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from std_msgs.msg import Bool, String
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class LidarAvoidanceNode(Node):
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"""360° LIDAR obstacle avoidance with speed-dependent safety zones."""
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def __init__(self):
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super().__init__("lidar_avoidance")
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# Safety parameters
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self.declare_parameter("emergency_stop_distance", 0.5) # m
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self.declare_parameter("max_speed_reference", 5.56) # m/s (20 km/h)
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self.declare_parameter("safety_zone_at_max_speed", 3.0) # m
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self.declare_parameter("min_safety_zone", 0.6) # m (below emergency stop)
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self.declare_parameter("angle_window_degrees", 60) # ±30° forward cone
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self.declare_parameter("debounce_frames", 2)
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self.emergency_stop_distance = self.get_parameter("emergency_stop_distance").value
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self.max_speed_reference = self.get_parameter("max_speed_reference").value
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self.safety_zone_at_max_speed = self.get_parameter("safety_zone_at_max_speed").value
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self.min_safety_zone = self.get_parameter("min_safety_zone").value
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self.angle_window_degrees = self.get_parameter("angle_window_degrees").value
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self.debounce_frames = self.get_parameter("debounce_frames").value
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# State tracking
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self.obstacle_detected = False
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self.consecutive_obstacles = 0
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self.current_speed = 0.0
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self.last_scan_ranges = None
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self.emergency_stop_triggered = False
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# Subscriptions
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self.create_subscription(LaserScan, "/scan", self._on_scan, 10)
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self.create_subscription(Twist, "/cmd_vel", self._on_cmd_vel, 10)
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# Publishers
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self.pub_alert = self.create_publisher(Bool, "/saltybot/obstacle_alert", 10)
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self.pub_safe_vel = self.create_publisher(Twist, "/cmd_vel_safe", 10)
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self.pub_status = self.create_publisher(
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String, "/saltybot/lidar_avoidance_status", 10
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)
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self.get_logger().info(
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f"LIDAR avoidance initialized:\n"
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f" Emergency stop: {self.emergency_stop_distance}m\n"
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f" Speed-dependent zone: {self.safety_zone_at_max_speed}m @ {self.max_speed_reference}m/s\n"
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f" Forward angle window: ±{self.angle_window_degrees / 2}°\n"
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f" Min safety zone: {self.min_safety_zone}m"
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)
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def _on_scan(self, msg: LaserScan) -> None:
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"""Process LIDAR scan data and check for obstacles."""
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self.last_scan_ranges = msg.ranges
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# Calculate safety threshold based on current speed
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safety_distance = self._get_safety_distance(self.current_speed)
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# Get minimum distance in forward cone
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min_distance, angle_deg = self._get_min_distance_forward(msg)
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# Check for obstacles
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obstacle_now = min_distance < safety_distance
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emergency_stop_now = min_distance < self.emergency_stop_distance
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# Debounce obstacle detection
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if obstacle_now:
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self.consecutive_obstacles += 1
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else:
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self.consecutive_obstacles = 0
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obstacle_detected_debounced = (
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self.consecutive_obstacles >= self.debounce_frames
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)
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# Handle state changes
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if emergency_stop_now and not self.emergency_stop_triggered:
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self.get_logger().error(
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f"EMERGENCY STOP! Obstacle at {min_distance:.2f}m, {angle_deg:.1f}°"
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)
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self.emergency_stop_triggered = True
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elif not emergency_stop_now:
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self.emergency_stop_triggered = False
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if obstacle_detected_debounced != self.obstacle_detected:
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self.obstacle_detected = obstacle_detected_debounced
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if self.obstacle_detected:
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self.get_logger().warn(
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f"Obstacle detected: {min_distance:.2f}m @ {angle_deg:.1f}°"
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)
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else:
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self.get_logger().info("Obstacle cleared")
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# Publish alert
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alert_msg = Bool(data=self.obstacle_detected)
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self.pub_alert.publish(alert_msg)
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# Publish status
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status = {
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"min_distance": round(min_distance, 3),
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"angle_deg": round(angle_deg, 1),
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"safety_distance": round(safety_distance, 3),
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"obstacle_detected": self.obstacle_detected,
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"emergency_stop": self.emergency_stop_triggered,
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"current_speed": round(self.current_speed, 3),
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}
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status_msg = String(data=json.dumps(status))
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self.pub_status.publish(status_msg)
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def _on_cmd_vel(self, msg: Twist) -> None:
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"""Process incoming velocity command and apply obstacle avoidance."""
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self.current_speed = math.sqrt(msg.linear.x**2 + msg.linear.y**2)
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# Apply safety filtering
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if self.emergency_stop_triggered:
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# Emergency stop: zero out all motion
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safe_vel = Twist()
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elif self.obstacle_detected:
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# Obstacle in path: reduce speed
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safe_vel = Twist()
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safety_distance = self._get_safety_distance(self.current_speed)
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min_distance, _ = self._get_min_distance_forward(self.last_scan_ranges)
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if self.last_scan_ranges is not None and min_distance > 0:
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# Linear interpolation of allowed speed based on distance to obstacle
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if min_distance < safety_distance:
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# Scale velocity from 0 to current based on distance
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scale_factor = (min_distance - self.emergency_stop_distance) / (
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safety_distance - self.emergency_stop_distance
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)
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scale_factor = max(0.0, min(1.0, scale_factor))
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safe_vel.linear.x = msg.linear.x * scale_factor
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safe_vel.linear.y = msg.linear.y * scale_factor
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safe_vel.angular.z = msg.angular.z * scale_factor
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else:
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safe_vel = msg
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else:
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safe_vel = msg
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else:
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# No obstacle: pass through command
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safe_vel = msg
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self.pub_safe_vel.publish(safe_vel)
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def _get_safety_distance(self, speed: float) -> float:
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"""Calculate speed-dependent safety zone distance.
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Linear interpolation: 0 m/s → min_safety_zone, max_speed → safety_zone_at_max_speed
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"""
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if speed <= 0:
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return self.min_safety_zone
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if speed >= self.max_speed_reference:
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return self.safety_zone_at_max_speed
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# Linear interpolation
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ratio = speed / self.max_speed_reference
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safety = self.min_safety_zone + ratio * (
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self.safety_zone_at_max_speed - self.min_safety_zone
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)
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return safety
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def _get_min_distance_forward(self, scan_data) -> Tuple[float, float]:
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"""Get minimum distance in forward cone."""
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if isinstance(scan_data, LaserScan):
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ranges = scan_data.ranges
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angle_min = scan_data.angle_min
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angle_increment = scan_data.angle_increment
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else:
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# scan_data is a tuple of (ranges, angle_min, angle_increment) or list
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if not scan_data:
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return float('inf'), 0.0
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ranges = scan_data
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angle_min = -math.pi # Assume standard LIDAR orientation
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angle_increment = 2 * math.pi / len(ranges)
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half_window = self.angle_window_degrees / 2.0 * math.pi / 180.0
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min_distance = float('inf')
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min_angle = 0.0
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for i, distance in enumerate(ranges):
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if distance <= 0 or math.isnan(distance) or math.isinf(distance):
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continue
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angle_rad = angle_min + i * angle_increment
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# Normalize to -π to π
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while angle_rad > math.pi:
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angle_rad -= 2 * math.pi
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while angle_rad < -math.pi:
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angle_rad += 2 * math.pi
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# Check forward window
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if abs(angle_rad) <= half_window:
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if distance < min_distance:
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min_distance = distance
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min_angle = angle_rad
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return min_distance, math.degrees(min_angle)
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def main(args=None):
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rclpy.init(args=args)
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node = LidarAvoidanceNode()
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try:
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rclpy.spin(node)
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except KeyboardInterrupt:
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pass
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finally:
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node.destroy_node()
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rclpy.shutdown()
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if __name__ == "__main__":
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main()
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5
jetson/ros2_ws/src/saltybot_lidar_avoidance/setup.cfg
Normal file
5
jetson/ros2_ws/src/saltybot_lidar_avoidance/setup.cfg
Normal file
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[develop]
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script_dir=$base/lib/saltybot_lidar_avoidance
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[install]
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install_scripts=$base/lib/saltybot_lidar_avoidance
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27
jetson/ros2_ws/src/saltybot_lidar_avoidance/setup.py
Normal file
27
jetson/ros2_ws/src/saltybot_lidar_avoidance/setup.py
Normal file
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from setuptools import setup
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package_name = "saltybot_lidar_avoidance"
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setup(
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name=package_name,
|
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version="0.1.0",
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packages=[package_name],
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data_files=[
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("share/ament_index/resource_index/packages", [f"resource/{package_name}"]),
|
||||
(f"share/{package_name}", ["package.xml"]),
|
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(f"share/{package_name}/launch", ["launch/lidar_avoidance.launch.py"]),
|
||||
(f"share/{package_name}/config", ["config/lidar_avoidance_params.yaml"]),
|
||||
],
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install_requires=["setuptools"],
|
||||
zip_safe=True,
|
||||
maintainer="sl-controls",
|
||||
maintainer_email="sl-controls@saltylab.local",
|
||||
description="360° LIDAR obstacle avoidance with emergency stop and speed-dependent safety zones",
|
||||
license="MIT",
|
||||
tests_require=["pytest"],
|
||||
entry_points={
|
||||
"console_scripts": [
|
||||
"lidar_avoidance_node = saltybot_lidar_avoidance.lidar_avoidance_node:main",
|
||||
],
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||||
},
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||||
)
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||||
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"""Unit tests for LIDAR avoidance node."""
|
||||
|
||||
import math
|
||||
import pytest
|
||||
from sensor_msgs.msg import LaserScan
|
||||
from geometry_msgs.msg import Twist
|
||||
from std_msgs.msg import Bool
|
||||
|
||||
|
||||
class MockNode:
|
||||
"""Mock ROS2 node for testing."""
|
||||
|
||||
def __init__(self):
|
||||
from saltybot_lidar_avoidance.lidar_avoidance_node import LidarAvoidanceNode
|
||||
import rclpy
|
||||
|
||||
rclpy.init(allow_reuse=True)
|
||||
self.node = LidarAvoidanceNode()
|
||||
|
||||
def cleanup(self):
|
||||
self.node.destroy_node()
|
||||
|
||||
|
||||
def create_scan(
|
||||
ranges, angle_min=-math.pi, angle_increment=2 * math.pi / 360
|
||||
):
|
||||
"""Create a LaserScan message."""
|
||||
scan = LaserScan()
|
||||
scan.ranges = ranges
|
||||
scan.angle_min = angle_min
|
||||
scan.angle_increment = angle_increment
|
||||
scan.angle_max = angle_min + angle_increment * (len(ranges) - 1)
|
||||
return scan
|
||||
|
||||
|
||||
def test_safety_distance_zero_speed():
|
||||
"""Test safety distance at zero speed."""
|
||||
import rclpy
|
||||
|
||||
rclpy.init(allow_reuse=True)
|
||||
from saltybot_lidar_avoidance.lidar_avoidance_node import LidarAvoidanceNode
|
||||
|
||||
node = LidarAvoidanceNode()
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||||
safety = node._get_safety_distance(0.0)
|
||||
assert safety == node.min_safety_zone
|
||||
node.destroy_node()
|
||||
|
||||
|
||||
def test_safety_distance_max_speed():
|
||||
"""Test safety distance at max speed."""
|
||||
import rclpy
|
||||
|
||||
rclpy.init(allow_reuse=True)
|
||||
from saltybot_lidar_avoidance.lidar_avoidance_node import LidarAvoidanceNode
|
||||
|
||||
node = LidarAvoidanceNode()
|
||||
safety = node._get_safety_distance(node.max_speed_reference)
|
||||
assert abs(safety - node.safety_zone_at_max_speed) < 0.01
|
||||
node.destroy_node()
|
||||
|
||||
|
||||
def test_safety_distance_interpolation():
|
||||
"""Test safety distance linear interpolation."""
|
||||
import rclpy
|
||||
|
||||
rclpy.init(allow_reuse=True)
|
||||
from saltybot_lidar_avoidance.lidar_avoidance_node import LidarAvoidanceNode
|
||||
|
||||
node = LidarAvoidanceNode()
|
||||
half_speed = node.max_speed_reference / 2.0
|
||||
safety = node._get_safety_distance(half_speed)
|
||||
|
||||
expected = node.min_safety_zone + 0.5 * (
|
||||
node.safety_zone_at_max_speed - node.min_safety_zone
|
||||
)
|
||||
assert abs(safety - expected) < 0.01
|
||||
node.destroy_node()
|
||||
|
||||
|
||||
def test_min_distance_forward():
|
||||
"""Test forward distance detection."""
|
||||
import rclpy
|
||||
|
||||
rclpy.init(allow_reuse=True)
|
||||
from saltybot_lidar_avoidance.lidar_avoidance_node import LidarAvoidanceNode
|
||||
|
||||
node = LidarAvoidanceNode()
|
||||
|
||||
# Create scan with obstacle at 0° (forward)
|
||||
ranges = [float('inf')] * 360
|
||||
ranges[180] = 1.5 # Obstacle at index 180 (0° in normalized coordinates)
|
||||
|
||||
scan = create_scan(ranges)
|
||||
min_dist, angle = node._get_min_distance_forward(scan)
|
||||
|
||||
assert min_dist == 1.5
|
||||
assert abs(angle) < 10 # Close to forward direction
|
||||
node.destroy_node()
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
pytest.main([__file__, "-v"])
|
||||
Loading…
x
Reference in New Issue
Block a user