sumo-rl

Reinforcement Learning environments for Traffic Signal Control with SUMO. Compatible with Gymnasium, PettingZoo, and popular RL libraries.

Stars

620

Forks

179

Language

Python

Last Updated

May 05, 2024

Similar Repos
Repo Language Stars Description Updated At
Python 12 Deep Reinforcement Learning for Traffic Lights Control using SUMO Jun 20, 2022
Python 8 Environment friendly traffic signal control with deep reinforcement learning Feb 25, 2023
Python 106 Multi-objective Gymnasium environments for reinforcement learning Apr 23, 2023
Python 3 Multi-Agent Reinforcement Learning Environment for Traffic Signal Control Apr 24, 2023
None 2 multi-agent deep reinforcement learning for large-scale traffic signal control. Nov 02, 2022
Python 4 Multi-agent reinforcement learning interface for CARLA Autonomous Driving simulator compatible with PettingZoo Jul 05, 2023
Python 16 Multi-Agent Reinforcement Learning for Traffic Signal Control through Universal Communication Method May 23, 2023
Python 2 Reinforcement learning for traffic signal in suwon Jul 05, 2022
Jupyter Notebook 4 Multi-Agent Reinforcement Learning Environment for the card game SkyJo, compatible with PettingZoo and RLLIB Nov 27, 2023
Python 7 Collaborative AI Based Traffic Signal Control Jun 12, 2022
Python 5 Deep Reinforcement Learning based traffic-control Oct 27, 2022
None 2 LibSignal, a toolkit for traffic signal control Apr 01, 2024
Python 77 Decision Intelligence platform for Traffic Crossing Signal Control Aug 17, 2022
Python 6 Decentralized Deep Reinforcement Learning based Real-World Applicable Traffic Signal Optimization Nov 03, 2022
Python 7 An API conversion tool for popular external reinforcement learning environments Nov 27, 2022
C++ 18 A repository with current SUMO Libraries used in Windows compatible with Visual Studio 2019 and … May 26, 2022
Python 2 ACM Research 2022 | Reinforcement Learning for Traffic Light Control Mar 25, 2023
C# 2 Reinforcement learning experiments on traffic flow control and optimisation Nov 21, 2022
Shell 733 Various popular python libraries, pre-compiled to be compatible with AWS Lambda Apr 24, 2023
Jupyter Notebook 47 A Deep Reinforcement Learning Network for Traffic Light Cycle Control Jul 04, 2023
Python 17 Comparing Popular Simulation Environments in the Scope of Robotics and Reinforcement Learning May 09, 2023
Python 23 Reinforcement learning environments with musculoskeletal models Nov 22, 2021
Python 12 Reinforcement learning environments with musculoskeletal models May 15, 2021
Python 848 Reinforcement learning environments with musculoskeletal models Apr 21, 2023
C++ 5 Investigating Q-Learning and DQN variants for Traffic Signal Control problem Mar 20, 2023
Python 15 Reinforcement Learning Algorithms with Unity 3D Environments May 10, 2023
Python 10 Additional environments compatible with OpenAI gym Feb 28, 2023
Python 47 Additional environments compatible with OpenAI gym Apr 24, 2023
Python 9 Publicly available traffic networks and corresponding demands for usage with Eclipse SUMO Jul 20, 2022
Jupyter Notebook 50 Reinforcement learning for an air traffic control task. OpenAI gym based simulation. Jan 19, 2023
Python 9 Reinforcement Learning Environments for TIAGo with Tactile Sensors Feb 18, 2023
Python 12 Windy GridWorlds environments compatible with OpenAI gym. Mar 28, 2023
Python 738 PyBullet Gym environments for single and multi-agent reinforcement learning of quadcopter control Apr 26, 2023
None 2 OpenAI Gym-compatible environments of AirSim for multirotor control in RL problems Aug 29, 2022
Python 8 High speed autonomous vehicle navigation and lane change in dense traffic scenario using custom SUMO … Nov 17, 2023
Python 252 Continuous control with deep reinforcement learning - Deep Deterministic Policy Gradient (DDPG) algorithm implemented in … Apr 08, 2023
Python 2 Project to improve the efficiency of traffic signal control and reduce traffic delay at intersections … Jan 06, 2023
Python 6 Challenging reinforcement learning environments with locomotion tasks in space Jun 30, 2022
C 5 OpenAI gym environments for learning flight guidance, navigation and control tasks using reinforcement learning Apr 01, 2022
Python 4 🚦 Traffic Management System 🚏 With Deep Reinforcement Learning 🚗 Oct 08, 2022
None 14 InTAS is the Ingolstadt traffic scenario for SUMO, which was designed, developed and validated with … Apr 04, 2023
Python 4 Cooperative Control of Traffic Signals and Connected Vehicles: A Multi-agent Deep Reinforcement Learning Approach Jun 20, 2022
Python 140 Datasets for data-driven deep reinforcement learning with PyBullet environments Mar 09, 2023
Python 14 A toolkit providing easy and unified access to building control environments for reinforcement learning (RL). Jul 05, 2022
Python 3 Meta reinforcement learning benchmark with building control environments. An attempt to help scale greener building … Jan 19, 2023
Python 3 This repository contains popular deep reinforcement learning implemented with TensorFlow. Feb 07, 2021
Ruby 2 Open Pusher implementation compatible with Pusher libraries May 18, 2018
C# 250 .NET Libraries for integrating Amazon CloudWatch Logs with popular .NET logging libraries Jul 18, 2022
Python 3 Reinforcement Learning environment for Congestion Control with ContainerNet Oct 30, 2023
Python 2 Multi Agent Reinforcement Learning with Emergent Communication for Mixed Motive Environments Mar 09, 2023