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一个基于 ROS 2 Humble 和 Nav2 导航栈实现的自主巡逻机器人项目。该机器人能够在一键启动仿真环境、导航系统和应用程序后,自主地在预设的地图路径点之间进行巡逻。在到达每个巡逻点后,它会自动执行拍照和中文语音播报任务。

Python 5 3 Updated Jun 15, 2025

Deep Reinforcement Learning for mobile robot navigation in ROS2 Gazebo simulator. Using DRL (SAC, TD3) neural networks, a robot learns to navigate to a random goal point in a simulated environment …

Python 105 10 Updated Jan 30, 2025

Deep Reinforcement Learning for mobile robot navigation in ROS Gazebo simulator. Using Twin Delayed Deep Deterministic Policy Gradient (TD3) neural network, a robot learns to navigate to a random g…

Python 999 164 Updated Jun 11, 2025

在turtlebot3,pytorch上使用DQN,DDPG,PPO,SAC算法,在gazebo上实现仿真。Use DQN, DDPG, PPO, SAC algorithm on turtlebot3, pytorch on turtlebot3, pytorch, and realize simulation on gazebo. Use DQN, DDPG, PPO, SAC algo…

Python 113 10 Updated Oct 8, 2023

learning the weight of each paras in DWA(Dynamic Window Approach) by using DQN(Deep Q-Learning)

Python 7 Updated Aug 24, 2018

Motion planning(Path Planning and Trajectory Planning/Tracking) of AGV/AMR:python implementation of Dijkstra, A*, JPS, D*, LPA*, D* Lite, (Lazy)Theta*, RRT, RRT*, RRT-Connect, Informed RRT*, Vorono…

Python 768 104 Updated Apr 11, 2025

[ZJU Robotics Project] DWA and Astar algorithms for wheeled-robot path planning

Python 115 18 Updated Mar 31, 2023

Novel reinforcement learning based local planner that accounts for the dynamic constraints of the robot to enable smooth robot trajectories. Reward shaping is done to enable a spatially aware navig…

Python 87 13 Updated May 10, 2025

ROBOTICS - OBSTACLE AVOIDANCE

Python 9 2 Updated Dec 5, 2023

Deep Reinforcement Learning for mobile robot navigation in IR-SIM simulation. Using DRL (SAC, TD3, PPO, DDPG) neural networks, a robot learns to navigate to a random goal point in a simulated envir…

Python 174 20 Updated Jun 22, 2025

Using stable-baselines3 'PPO' reinforcement learning algorithm to train dynamic window approach

Python 23 5 Updated Jul 9, 2023

Deep Reinforcement Learning based autonomous navigation in realistic simulation environments.

Python 50 5 Updated Jul 7, 2024

基于ppo的路径规划

Python 41 6 Updated May 29, 2023

RLGF is a general training framework suitable for UAV deep reinforcement learning tasks. And integrates multiple mainstream deep reinforcement learning algorithms(SAC, DQN, DDQN, PPO, Dueling DQN, …

Python 455 52 Updated Nov 27, 2024
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