reiniscimurs / DRL-robot-navigationLinks
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 goal point in a simulated environment while avoiding obstacles.
☆1,054Updated 2 months ago
Alternatives and similar repositories for DRL-robot-navigation
Users that are interested in DRL-robot-navigation are comparing it to the libraries listed below
Sorting:
- A Python based lightweight robot simulator for the development of algorithms in robotics navigation, control, and learning.☆566Updated this week
- [IEEE RA-L'25] NavRL: Learning Safe Flight in Dynamic Environments (NVIDIA Isaac/Python/ROS1/ROS2)☆938Updated last month
- A ROS2-based framework for TurtleBot3 DRL autonomous navigation☆263Updated 4 months ago
- Motion planning(Path Planning and Trajectory Planning/Tracking) of AGV/AMR:python implementation of Dijkstra, A*, JPS, D*, LPA*, D* Lite,…☆828Updated 4 months ago
- Deep Reinforcement Learning for mobile robot navigation in ROS2 Gazebo simulator. Using DRL (SAC, TD3) neural networks, a robot learns to…☆120Updated 6 months ago
- Implementation of the paper "Towards Optimally Decentralized Multi-Robot Collision Avoidance via Deep Reinforcement Learning"☆419Updated 4 years ago
- A goal-driven autonomous exploration through deep reinforcement learning (ICRA 2022) system that combines reactive and planned robot navi…☆170Updated 3 years ago
- A set of Gazebo worlds models and maps that I used for testing Navigation2☆491Updated 4 years ago
- This is a new repo used for training UAV navigation (local path planning) policy using DRL methods.☆399Updated last month
- Deep Reinforcement Learning for mobile robot navigation in ROS2 Gazebo simulator. Using Twin Delayed Deep Deterministic Policy Gradient (…☆34Updated last year
- ROS package for dynamic obstacle avoidance for ground robots trained with deep RL☆649Updated 3 years ago
- [RA-Letter 2022] Reinforcement Learned Distributed Multi-Robot Navigation with Reciprocal Velocity Obstacle Shaped Rewards☆251Updated 3 months ago
- [TRO 2025] NeuPAN: Direct Point Robot Navigation with End-to-End Model-based Learning.☆627Updated 2 weeks ago
- Aerial Gym Simulator - Isaac Gym Simulator for Aerial Robots☆543Updated last month
- ☆354Updated 8 months ago
- Deep Reinforcement Learning for mobile robot navigation in IR-SIM simulation. Using DRL (SAC, TD3, PPO, DDPG) neural networks, a robot le…☆189Updated 3 weeks ago
- [T-ITS'23] Sim-to-real goal-oriented mapless autonomous navigation (DRL navigation).☆142Updated last year
- collection of gazebo models and worlds☆496Updated 2 years ago
- 深度强化学习路径规划, SAC-Auto路径规划, Soft Actor-Critic算法, SAC-pytorch,激光雷达Lidar避障,激光雷达仿真模拟,Adaptive-SAC☆414Updated last year
- Python implementation of a bunch of multi-robot path-planning algorithms.☆1,334Updated 2 years ago
- n-dimensional RRT, RRT* (RRT-Star)☆745Updated last year
- Gazebo database of SDF models. This is a predecessor to https://app.gazebosim.org☆1,097Updated last year
- ROS Robotic Deep Learning☆183Updated 5 years ago
- This repo is designed for match in Hybrid Control course☆19Updated 9 months ago
- Deep RL for MPC control of Quadruped Robot Locomotion☆764Updated last month
- ROS implementation of DWA(Dynamic Window Approach) Planner☆528Updated 2 months ago
- TD3-based Deep Reinforcement learning-based collision avoidance of mobile robots in ROS2.☆12Updated 3 months ago
- End to end motion planner using Deep Deterministic Policy Gradient (DDPG) in gazebo☆234Updated 2 years ago
- [ICRA] Crowd-aware Robot Navigation☆661Updated 2 years ago
- Differential Wheeled Mobile Robot - Nonlinear Model Predictive Control based on ROS☆896Updated 2 years ago