vishweshvhavle / deep-rl-navigation
Deep Reinforcement Learning for mobile robot navigation in ROS2 Gazebo simulator. Using Twin Delayed Deep Deterministic Policy Gradient (TD3) neural network, a robot learns to navigate to a random goal point in a simulated environment while avoiding obstacles.
☆17Updated last year
Alternatives and similar repositories for deep-rl-navigation:
Users that are interested in deep-rl-navigation are comparing it to the libraries listed below
- Deep Reinforcement Learning for mobile robot navigation in ROS2 Gazebo simulator. Using DRL (SAC, TD3) neural networks, a robot learns to…☆20Updated 2 months ago
- Deep Reinforcement Learning Based Mobile Robot Navigation Using ROS2 and Gazebo☆11Updated 2 months ago
- Implementing Deep-Q-Learning to train a bot to navigate an environment with obstacles☆12Updated 2 years ago
- Deep Reinforcement Learning Based Crowd Navigation with Perceived Risk of the Moving Crowd for Mobile Robots☆63Updated last year
- This repository contains an application using ROS2 Humble, Gazebo, OpenAI Gym and Stable Baselines3 to train reinforcement learning agent…☆55Updated last year
- 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…☆21Updated 7 months ago
- A ROS package of a autonomous navigation method based on SAC and Bidirectional RRT* (Repository RL-RRT-Global-Planner).☆49Updated 2 years ago
- Reinforcement Learning (RL) based navigation implementation for mobile robot navigation. The algorithms of TD3, DDPG, SAC, DQN, Q-Learnin…☆25Updated last year
- Mapless Collision Avoidance of Turtlebot3 Mobile Robot Using DDPG and Prioritized Experience Replay☆112Updated last year
- A goal-driven autonomous exploration through deep reinforcement learning (ICRA 2022) system that combines reactive and planned robot navi…☆137Updated 2 years ago
- Implementation of Q-learning algorithm and Feedback control for the mobile robot (turtlebot3_burger) in ROS.☆111Updated 3 years ago
- Robot navigation using deep reinforcement learning☆54Updated 2 years ago
- ☆39Updated 2 years ago
- Mobile Robot Planner with Low-cost Cameras Using Deep Reinforcement Learning☆28Updated 4 years 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…☆93Updated last year
- Turtlebot Robot Navigation in Gazebo based on DRL☆19Updated 2 years ago
- A ROS2-based framework for TurtleBot3 DRL autonomous navigation☆202Updated last year
- deep reinforcement learning for autonomous navigation☆31Updated last year
- RL STaR is a platform for creating AI for robotic applications. Researchers can share their work in the form of new robots or new tasks. …☆31Updated 4 years ago
- SARL*: Deep RL based human-aware navigation for mobile robot in crowded indoor environments implemented in ROS.☆129Updated 2 years ago
- DRL_Navigation_Robot_ROS2_Foxy☆23Updated last year
- [T-RO 2023] DRL-VO: Learning to Navigate Through Crowded Dynamic Scenes Using Velocity Obstacles☆183Updated 2 weeks ago
- A plattform to ease DRL research☆25Updated 2 years ago
- A Reinforcement Learning (RL) based navigation implementation for mobile robot navigation. Q-Learning, SARSA and Deep Q-Network algorithm…☆32Updated 2 years ago
- Using LiDAR sensory data as Input for Mapless Robot Navigation using Deep Reinforcement Learning☆22Updated last week
- MultiROS is an open-source ROS based simulation environment designed for concurrent deep reinforcement learning. It provides a flexible a…☆28Updated 6 months ago
- Novel reinforcement learning based local planner that accounts for the dynamic constraints of the robot to enable smooth robot trajectori…☆71Updated 3 years ago
- A customized grid map-based navigation simulation platform following the Gym API.☆35Updated last year
- Multi-robot collaborative exploration and mapping through Voronoi partition and DRL in unknown environment☆43Updated 2 years ago
- DRL-VO navigation policy for BARN Challenge☆25Updated 11 months ago