Reinforcement Learning environments for Traffic Signal Control with SUMO. Compatible with Gymnasium, PettingZoo, and popular RL libraries.
☆1,009Mar 8, 2026Updated 3 weeks ago
Alternatives and similar repositories for sumo-rl
Users that are interested in sumo-rl are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- SUMO adaptive traffic signal control - DQN, DDPG, Webster's, Max-pressure, Self-Organizing Traffic Lights☆328Mar 24, 2023Updated 3 years ago
- A framework where a deep Q-Learning Reinforcement Learning agent tries to choose the correct traffic light phase at an intersection to ma…☆496Dec 2, 2025Updated 3 months ago
- Reinforcement Learning Benchmarks for Traffic Signal Control (RESCO)☆167Dec 11, 2025Updated 3 months ago
- All you need to know about Reinforcement Learning for Traffic Signal Control. https://traffic-signal-control.github.io/☆187Feb 3, 2020Updated 6 years ago
- multi agent RL for traffic light control in Sumo using distributed PPO☆142Jun 6, 2023Updated 2 years ago
- Virtual machines for every use case on DigitalOcean • AdGet dependable uptime with 99.99% SLA, simple security tools, and predictable monthly pricing with DigitalOcean's virtual machines, called Droplets.
- multi-agent deep reinforcement learning for large-scale traffic signal control.☆419May 31, 2022Updated 3 years ago
- Computational framework for reinforcement learning in traffic control☆1,181Jul 27, 2024Updated last year
- MLJ: Libsignal: an open library for traffic signal control☆179Sep 19, 2025Updated 6 months ago
- CoLight: Learning Network-level Cooperation for Traffic Signal Control☆209May 5, 2023Updated 2 years ago
- A Multi-Agent Reinforcement Learning Environment for Large Scale City Traffic Scenario☆982Aug 19, 2025Updated 7 months ago
- Inductive Graph Reinforcement Learning for Massive-Scale Traffic Signal Control☆65Oct 17, 2022Updated 3 years ago
- IntelliLight: A Reinforcement Learning Approach for Intelligent Traffic Light Control☆219May 5, 2023Updated 2 years ago
- deep reinforcement learing SUMO☆45May 17, 2018Updated 7 years ago
- Reinforcement Learning + traffic microsimulation (via SUMO). Uses Ray RLLIB and forces SUMO into the OpenAI Gym Framework☆57Dec 4, 2023Updated 2 years ago
- Wordpress hosting with auto-scaling on Cloudways • AdFully Managed hosting built for WordPress-powered businesses that need reliable, auto-scalable hosting. Cloudways SafeUpdates now available.
- SUMO Pytorch Deep Reinforcement Learning Traffic Signal Control☆43Feb 18, 2022Updated 4 years ago
- Monaco SUMO Traffic (MoST) Scenario☆100Sep 24, 2022Updated 3 years ago
- Demos of reinforcement learning on Simulation of Urban MObility☆57Jan 3, 2023Updated 3 years ago
- Distributed Deep Reinforcement Learning Traffic Signal Control☆54Mar 10, 2019Updated 7 years ago
- This is an application exploiting principles of Deep Reinforcement Learning. The Deep Neural Network is trained to approximate the Bellma…☆158Nov 13, 2019Updated 6 years ago
- Adaptive real-time traffic light signal control system using Deep Multi-Agent Reinforcement Learning☆68Nov 17, 2020Updated 5 years ago
- Cooperative control for traffic light signals and connected autonomous vehicles using deep reinforcement learning☆84Jul 22, 2023Updated 2 years ago
- Eclipse SUMO is an open source, highly portable, microscopic and continuous traffic simulation package designed to handle large networks.…☆3,931Updated this week
- ☆71May 5, 2023Updated 2 years ago
- 1-Click AI Models by DigitalOcean Gradient • AdDeploy popular AI models on DigitalOcean Gradient GPU virtual machines with just a single click and start building anything your business needs.
- Analysis of various traffic signal control techniques in SUMO☆15Jun 4, 2019Updated 6 years ago
- This repository contains the code for the paper "UniTSA: A Universal Reinforcement Learning Framework for V2X Traffic Signal Control".☆42Nov 24, 2024Updated last year
- 利用sumo作为仿真平台,采用强化学习中的DQN进行交通信号灯相位时间的调整☆54Jan 3, 2019Updated 7 years ago
- Integrate AutoRL into DQN to implement a single traffic signal control system.☆16Nov 16, 2023Updated 2 years ago
- This is a Machine Learning project made by myself, containing several algorithms from the Reinforcement Learning world (DQN, A2C, PPO) wi…☆23Mar 26, 2022Updated 4 years ago
- This repository contains the code for the paper "LLM-Assisted Light: Leveraging Large Language Model Capabilities for Human-Mimetic Traff…☆98Jul 10, 2025Updated 8 months ago
- Python3 library able to connect the RLLIB framework with the SUMO simulator.☆27May 21, 2021Updated 4 years ago
- MetaLight: a value-based meta-reinforcement learning framework for traffic signal control☆44Jan 13, 2020Updated 6 years ago
- Implementation of a reinforcement learning agent able to do autonomous changing lane using Sumo☆90Mar 25, 2023Updated 3 years ago
- End-to-end encrypted cloud storage - Proton Drive • AdSpecial offer: 40% Off Yearly / 80% Off First Month. Protect your most important files, photos, and documents from prying eyes.
- Multi & Single Agent Reinforcement Learning for Traffic Signal Control Problem☆130Sep 28, 2022Updated 3 years ago
- ☆68Mar 7, 2020Updated 6 years ago
- The SUMO simulation platform is used to realize the traditional traffic lights, intelligent traffic lights and intelligent traffic inters…☆90Jun 17, 2020Updated 5 years ago
- ☆43Feb 12, 2020Updated 6 years ago
- This project develops a Dynamic Traffic Light Management System (DTLMS) using SUMO and reinforcement learning to optimize traffic signals…☆18Nov 22, 2023Updated 2 years ago
- ☆44May 8, 2024Updated last year
- This is repository contains project about traffic light management system based on machine learning☆54May 25, 2021Updated 4 years ago