Rishikesh-Jadhav / Reinforcement-Learning-for-Autonomous-Navigation-using-Deep-Q-Network-and-Twin-Delayed-DDPGLinks
This repository hosts the implementation of autonomous vehicle navigation using RL techniques, with a specific emphasis on Deep Q-Networks (DQN) and Twin Delayed Deep Deterministic Policy Gradient (TD3) algorithms. We focus on training a TurtleBot3 robot to navigate autonomously through environments while intelligently avoiding moving obstacles.
☆41Updated last year
Alternatives and similar repositories for Reinforcement-Learning-for-Autonomous-Navigation-using-Deep-Q-Network-and-Twin-Delayed-DDPG
Users that are interested in Reinforcement-Learning-for-Autonomous-Navigation-using-Deep-Q-Network-and-Twin-Delayed-DDPG are comparing it to the libraries listed below
Sorting:
- Robot navigation using deep reinforcement learning☆68Updated 3 years ago
- Reinforcement Learning (RL) based navigation implementation for mobile robot navigation. The algorithms of TD3, DDPG, SAC, DQN, Q-Learnin…☆29Updated last year
- APF accelerates DQN in mobile robot path planning.☆24Updated last year
- 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…☆120Updated last year
- deep reinforcement learning for autonomous navigation☆42Updated last year
- Mapless Collision Avoidance of Turtlebot3 Mobile Robot Using DDPG and Prioritized Experience Replay☆121Updated 2 years ago
- Deep Reinforcement Learning Based Crowd Navigation with Perceived Risk of the Moving Crowd for Mobile Robots☆80Updated last year
- multi-turtlebot3 collision avoidance and navigation via DDPG-LSTM with Prioritized Experience Replay on ROS☆76Updated 3 years ago
- A customized grid map-based navigation simulation platform following the Gym API.☆42Updated 2 years ago
- a nearest frontier based DQN alg for robot exploration☆20Updated 3 years ago
- ☆12Updated 4 years ago
- A ROS package of a autonomous navigation method based on SAC and Bidirectional RRT* (Repository RL-RRT-Global-Planner).☆56Updated 2 years ago
- reinforcement learning, navigation, unitree, velodyne, slam, collision avoidance☆26Updated 2 months ago
- DRL_Navigation_Robot_ROS2_Foxy☆34Updated last year
- DRL-based collision avoidance for turtlebot3☆19Updated 2 years ago
- ☆41Updated 3 years ago
- Use DQN to boost MPC computation for dynamic obstacle avoidance.☆43Updated last year
- [T-ITS'23] Sim-to-real goal-oriented mapless autonomous navigation (DRL navigation).☆145Updated last year
- Novel reinforcement learning based local planner that accounts for the dynamic constraints of the robot to enable smooth robot trajectori…☆93Updated 4 months ago
- Official code for [TAI 2024] "NPE-DRL: Enhancing Perception Constrained Obstacle Avoidance With Nonexpert Policy Guided Reinforcement Lea…☆51Updated last month
- DRL-VO navigation policy for BARN Challenge☆28Updated last year
- Turtlebot Robot Navigation in Gazebo based on DRL☆21Updated 3 years ago
- ☆53Updated 3 years ago
- Multi-robot collaborative exploration and mapping through Voronoi partition and DRL in unknown environment☆52Updated 3 years ago
- [RA-Letter 2022] Reinforcement Learned Distributed Multi-Robot Navigation with Reciprocal Velocity Obstacle Shaped Rewards☆253Updated 4 months ago
- Using LiDAR sensory data as Input for Mapless Robot Navigation using Deep Reinforcement Learning☆37Updated 8 months ago
- Apresentation of a new path planning algorithm fusing RRT and DQN estrategies.☆32Updated 3 months ago
- Asynchronous Off-Policy Deep Reinforcement Learning For Wheeled Robot Path Planning☆45Updated 6 years ago
- Robot Navigation in a Crowd by Integrating Deep Reinforcement Learning and Online Planning☆68Updated 3 years ago
- A Reinforcement Learning (RL) based navigation implementation for mobile robot navigation. Q-Learning, SARSA and Deep Q-Network algorithm…☆36Updated 2 years ago