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.
☆1,377Dec 13, 2025Updated 10 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. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- A goal-driven autonomous exploration through deep reinforcement learning (ICRA 2022) system that combines reactive and planned robot navi…☆200Feb 5, 2022Updated 4 years ago
- Deep Reinforcement Learning for mobile robot navigation in ROS2 Gazebo simulator. Using DRL (SAC, TD3) neural networks, a robot learns to…☆252Jan 30, 2025Updated last year
- A ROS2-based framework for TurtleBot3 DRL autonomous navigation☆363Apr 26, 2026Updated 6 months ago
- [T-RO 2023] DRL-VO: Learning to Navigate Through Crowded Dynamic Scenes Using Velocity Obstacles☆329Sep 12, 2025Updated last year
- Robot navigation using deep reinforcement learning☆71Jun 28, 2022Updated 4 years ago
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- Deep Reinforcement Learning for mobile robot navigation in IR-SIM simulation. Using DRL (SAC, TD3, PPO, DDPG) neural networks, a robot le…☆374Updated this week
- [T-ITS'23] Sim-to-real goal-oriented mapless autonomous navigation (DRL navigation).☆186Jul 1, 2024Updated 2 years ago
- [IEEE RA-L'25] NavRL: Learning Safe Flight in Dynamic Environments (NVIDIA Isaac/Python/ROS1/ROS2)☆1,658Jul 3, 2025Updated last year
- deep reinforcement learning for autonomous navigation☆55Sep 19, 2023Updated 3 years ago
- [TRO 2025] NeuPAN: Direct Point Robot Navigation with End-to-End Model-based Learning.☆1,136Oct 21, 2026Updated last week
- [RA-Letter 2022] Reinforcement Learned Distributed Multi-Robot Navigation with Reciprocal Velocity Obstacle Shaped Rewards☆297Oct 21, 2026Updated last week
- Deep Reinforcement Learning Based Crowd Navigation with Perceived Risk of the Moving Crowd for Mobile Robots☆96Oct 6, 2023Updated 3 years ago
- Deep-Reinforcement-Learning-Navigation-Robot-ROS2-Foxy☆40May 15, 2026Updated 5 months ago
- Motion planning and Navigation of AGV/AMR:ROS planner plugin implementation of A*, JPS, D*, LPA*, D* Lite, Theta*, RRT, RRT*, RRT-Connect…☆3,605Apr 24, 2026Updated 6 months ago
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- End to end motion planner using Deep Deterministic Policy Gradient (DDPG) in gazebo☆238Nov 23, 2022Updated 3 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…☆137Oct 8, 2023Updated 3 years ago
- [ICRA 2023] Intention Aware Robot Crowd Navigation with Attention-Based Interaction Graph☆270Dec 10, 2024Updated last year
- CTSAC: Curriculum-Based Transformer Soft Actor-Critic for Goal-Oriented Robot Exploration☆143Sep 16, 2025Updated last year
- [ICRA] Crowd-aware Robot Navigation☆739Aug 26, 2022Updated 4 years ago
- SARL*: Deep RL based human-aware navigation for mobile robot in crowded indoor environments implemented in ROS.☆147Apr 21, 2022Updated 4 years ago
- A Python-based lightweight robot simulator designed for navigation, control, and learning☆1,161Updated this week
- Reinforcement Learning (RL) based navigation implementation for mobile robot navigation. The algorithms of TD3, DDPG, SAC, DQN, Q-Learnin…☆36Oct 6, 2023Updated 3 years ago
- Turtlebot Robot Navigation in Gazebo based on DRL☆22Mar 12, 2022Updated 4 years ago
- GPUs on demand by Runpod - Special Offer Available • AdRun AI, ML, and HPC workloads on powerful cloud GPUs—without limits or wasted spend. Deploy GPUs in under a minute and pay by the second.
- ROS package for dynamic obstacle avoidance for ground robots trained with deep RL☆727Dec 23, 2021Updated 4 years ago
- Novel reinforcement learning based local planner that accounts for the dynamic constraints of the robot to enable smooth robot trajectori…☆122May 10, 2025Updated last year
- multi-turtlebot3 collision avoidance and navigation via DDPG-LSTM with Prioritized Experience Replay on ROS☆78Aug 29, 2022Updated 4 years ago
- ROS Wrapper of NeuPAN planner☆169Oct 26, 2025Updated last year
- A curated list of robot social navigation.☆470Aug 31, 2026Updated 2 months ago
- Using LiDAR sensory data as Input for Mapless Robot Navigation using Deep Reinforcement Learning☆59Feb 8, 2026Updated 8 months ago
- Mapless Collision Avoidance of Turtlebot3 Mobile Robot Using DDPG and Prioritized Experience Replay☆127Sep 9, 2023Updated 3 years ago
- Modular DRL framework for autonomous robot navigation in ROS2. Plug-and-play RL backends (Stable-Baselines3, DreamerV3), composable rewar…☆104Oct 23, 2026Updated last week
- ☆168Sep 7, 2023Updated 3 years ago
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- [T-ASE 2026] "HEIGHT: Heterogeneous Interaction Graph Transformer for Robot Navigation in Crowded and Constrained Environments"☆121Dec 26, 2025Updated 10 months ago
- ROS Robotic Deep Learning☆183May 29, 2020Updated 6 years ago
- This repository hosts the implementation of autonomous vehicle navigation using RL techniques, with a specific emphasis on Deep Q-Network…☆55May 28, 2024Updated 2 years ago
- Self-Learning Exploration and Mapping for Mobile Robots via Deep Reinforcement Learning☆112Sep 15, 2020Updated 6 years ago
- 深度强化学习路径规划, SAC路径规划, Soft Actor-Critic算法, SAC-pytorch,激光雷达Lidar避障,激光雷达仿真,Adaptive-SAC☆603Dec 3, 2025Updated 10 months ago
- A ROS-based navigation gym environment with camera and lidar observation spaces and sensor perturbations.☆22Apr 22, 2025Updated last year
- Deep Reinforcement Learning Based Mobile Robot Navigation Using ROS2 and Gazebo☆63May 31, 2025Updated last year