reiniscimurs / DRL-Robot-Navigation-ROS2Links
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 while avoiding obstacles.
☆165Updated 10 months ago
Alternatives and similar repositories for DRL-Robot-Navigation-ROS2
Users that are interested in DRL-Robot-Navigation-ROS2 are comparing it to the libraries listed below
Sorting:
- Deep Reinforcement Learning Based Mobile Robot Navigation Using ROS2 and Gazebo☆43Updated 6 months ago
- A goal-driven autonomous exploration through deep reinforcement learning (ICRA 2022) system that combines reactive and planned robot navi…☆186Updated 3 years ago
- [T-RO 2023] DRL-VO: Learning to Navigate Through Crowded Dynamic Scenes Using Velocity Obstacles☆262Updated 3 months ago
- Deep Reinforcement Learning for mobile robot navigation in IR-SIM simulation. Using DRL (SAC, TD3, PPO, DDPG) neural networks, a robot le…☆236Updated 2 weeks ago
- ☆17Updated 2 years ago
- This repository contains an application using ROS2 Humble, Gazebo, OpenAI Gym and Stable Baselines3 to train reinforcement learning agent…☆84Updated 2 years ago
- Using LiDAR sensory data as Input for Mapless Robot Navigation using Deep Reinforcement Learning☆48Updated 11 months ago
- Deep Reinforcement Learning for mobile robot navigation in ROS2 Gazebo simulator. Using Twin Delayed Deep Deterministic Policy Gradient (…☆45Updated 2 years ago
- A ROS2-based framework for TurtleBot3 DRL autonomous navigation☆300Updated 8 months ago
- Novel reinforcement learning based local planner that accounts for the dynamic constraints of the robot to enable smooth robot trajectori…☆105Updated 7 months ago
- Deep Reinforcement Learning Based Crowd Navigation with Perceived Risk of the Moving Crowd for Mobile Robots☆85Updated 2 years ago
- Robot navigation using deep reinforcement learning☆69Updated 3 years ago
- [T-ITS'23] Sim-to-real goal-oriented mapless autonomous navigation (DRL navigation).☆159Updated last year
- The code will soon be open source.☆274Updated 2 years ago
- A platform for executing RRT exploration in ROS Noetic and Ubuntu 20.04LTS☆95Updated last year
- Autonomous Exploration of mobile robots in unknown environments using Deep Reinforcement learning☆10Updated 2 years ago
- Implementation of Q-learning algorithm and Feedback control for the mobile robot (turtlebot3_burger) in ROS.☆122Updated 10 months ago
- A ROS2-based framework for TurtleBot3-like DRL autonomous navigation☆24Updated 2 years ago
- DRL_Navigation_Robot_ROS2_Foxy☆39Updated 2 years ago
- [RA-Letter 2022] Reinforcement Learned Distributed Multi-Robot Navigation with Reciprocal Velocity Obstacle Shaped Rewards☆267Updated 8 months ago
- 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, an…☆126Updated 2 years ago
- Novel reinforcement learning based local planner that accounts for the dynamic constraints of the robot to enable smooth robot trajectori…☆43Updated 5 years ago
- Official implementation of the paper "Learning Coverage Paths in Unknown Environments with Deep Reinforcement Learning"☆50Updated 3 months ago
- ☆160Updated 2 years ago
- Mapless Collision Avoidance of Turtlebot3 Mobile Robot Using DDPG and Prioritized Experience Replay☆124Updated 2 years ago
- deep reinforcement learning for autonomous navigation☆50Updated 2 years ago
- Rishikesh-Jadhav / Reinforcement-Learning-for-Autonomous-Navigation-using-Deep-Q-Network-and-Twin-Delayed-DDPGThis repository hosts the implementation of autonomous vehicle navigation using RL techniques, with a specific emphasis on Deep Q-Network…☆46Updated last year
- This is a multi-agent path planning(also known as Multi-Agent Path Finding, MAPF) algorithm package for ROS/ROS2.☆231Updated 7 months ago
- Multi-robot collaborative exploration and mapping through Voronoi partition and DRL in unknown environment☆54Updated 3 years ago
- A ROS package of a autonomous navigation method based on SAC and Bidirectional RRT* (Repository RL-RRT-Global-Planner).☆59Updated 3 years ago