Pinchu2002 / Adaptive-Robot-Path-Planning-in-Dynamic-and-Uncertain-Environement-Using-Reinforcement-LearningLinks
Adaptive Robot Path Planning in Dynamic Environments: Developed a Deep Q-Learning (DQN) model with Transformer architecture and positional encoding for efficient robot navigation in dynamic environments. Integrated Prioritized Replay Buffer for optimized training and implemented a Pygame-based simulation to test adaptability.
☆17Updated 9 months ago
Alternatives and similar repositories for Adaptive-Robot-Path-Planning-in-Dynamic-and-Uncertain-Environement-Using-Reinforcement-Learning
Users that are interested in Adaptive-Robot-Path-Planning-in-Dynamic-and-Uncertain-Environement-Using-Reinforcement-Learning are comparing it to the libraries listed below
Sorting:
- A ROS package of a autonomous navigation method based on SAC and Bidirectional RRT* (Repository RL-RRT-Global-Planner).☆56Updated 3 years ago
- Using stable-baselines3 'PPO' reinforcement learning algorithm to train dynamic window approach☆25Updated 2 years ago
- Reinforcement Learning (RL) based navigation implementation for mobile robot navigation. The algorithms of TD3, DDPG, SAC, DQN, Q-Learnin…☆29Updated last year
- a nearest frontier based DQN alg for robot exploration☆21Updated 3 years ago
- A Reinforcement Learning (RL) agent for Coverage Path Planning.☆69Updated 4 years ago
- Path planning in various 3D environments☆26Updated 4 years ago
- An efficient multi-robot task and path planning (MRTPP) method.☆23Updated 2 months ago
- APF accelerates DQN in mobile robot path planning.☆23Updated last year
- Novel reinforcement learning based local planner that accounts for the dynamic constraints of the robot to enable smooth robot trajectori…☆41Updated 4 years ago
- [IEEE ICRA'22] DPMPC-Planner: A real-time UAV trajectory planning framework for complex static environments with dynamic obstacles (C++/R…☆28Updated 3 years ago
- A ROS package of a path-planning method based on Bidirectional RRT*, which use the intermidiate points as the global information instead …☆30Updated 3 years ago
- [IROS 2023] Robust Unmanned Surface Vehicle Navigation with Distributional Reinforcement Learning☆72Updated 9 months ago
- Mobile Robot Path Planning and Obstacle Avoidance Using PSO in Python☆44Updated 2 years ago
- deep reinforcement learning for autonomous navigation☆42Updated 2 years ago
- Spanning-Tree-Covering-with-A_star☆53Updated 4 years ago
- Multi-robot collaborative exploration and mapping through Voronoi partition and DRL in unknown environment☆52Updated 3 years ago
- This project is mainly about testing different path planning techniques in a certain world full of obstacles and how turtlebot3 managed t…☆32Updated 4 years ago
- [ICRA24] ROS implementation of NIRRT*-PNG (Neural Informed RRT* with Point-based Network Guidance) for TurtleBot navigation. RRT*, Inform…☆31Updated last year
- Novel reinforcement learning based local planner that accounts for the dynamic constraints of the robot to enable smooth robot trajectori…☆94Updated 4 months ago
- Robot navigation using deep reinforcement learning☆68Updated 3 years ago
- Coverage Path Planning with real-time obstacle avoidance for Multi-robot system using Voronoi partitioning☆12Updated 3 years ago
- A path planning framework based on Sampling-based algorithm and Deep Reinforcement learning.☆10Updated 2 years ago
- This is a test case repository for mapf_ros package☆26Updated 4 months ago
- Part of my final year project:"Robot Path Planning based on Visual SLAM". This is the path planning part. In this part, I have used Q-lea…☆40Updated last year
- Neural network that creates path probability map used to speed up RRT* alghorithm.☆16Updated last month
- Mapless Collision Avoidance of Turtlebot3 Mobile Robot Using DDPG and Prioritized Experience Replay☆123Updated 2 years ago
- Official implementation of the paper "Learning Coverage Paths in Unknown Environments with Deep Reinforcement Learning"☆36Updated 2 weeks ago
- DRL-based collision avoidance for turtlebot3☆19Updated 2 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…☆120Updated last year
- Optimization-based controllers for multi-robot task allocation.☆26Updated 3 years ago