zyr17 / UniLight
Multi-Agent Reinforcement Learning for Traffic Signal Control through Universal Communication Method
☆35Updated last year
Alternatives and similar repositories for UniLight:
Users that are interested in UniLight are comparing it to the libraries listed below
- ☆11Updated last year
- Inductive Graph Reinforcement Learning for Massive-Scale Traffic Signal Control☆59Updated 2 years ago
- codes for paper 《Neighborhood Cooperative Multiagent Reinforcement Learning for Adaptive Traffic Signal Control in Epidemic Regions》☆12Updated 2 years ago
- ☆39Updated 9 months ago
- IPDALight for traffic signal control☆17Updated 10 months ago
- Official code for "Expression is enough: Improving traffic signal control with advanced traffic state representation ".☆36Updated 11 months ago
- Official code for "Knowledge intensive state design for traffic signal control"☆21Updated 11 months ago
- MetaLight: a value-based meta-reinforcement learning framework for traffic signal control☆37Updated 5 years ago
- The source code of paper "Decentralized Neighbouring Information Fusion for Traffic Network Signal Control" and related baselines.☆18Updated 9 months ago
- Cooperative Control of Traffic Signals and Connected Vehicles: A Multi-agent Deep Reinforcement Learning Approach☆19Updated 3 years ago
- Decentralized reinforcement learning for city-scale traffic light control☆20Updated 2 years ago
- This is a multi agent reinforcement learning system using SUMO for large scale traffic light control☆27Updated 4 years ago
- Environment friendly traffic signal control with deep reinforcement learning☆28Updated last year
- TorchGRL is the source code for our paper Graph Convolution-Based Deep Reinforcement Learning for Multi-Agent Decision-Making in Mixed…☆88Updated 2 years ago
- The source code for our paper: Graph Reinforcement Learning Application to Co-operative Decision-Making in Mixed Autonomy Traffic: Framew…☆69Updated last year
- Simulation of Urban Mobility (SUMO) for Multi-Agent Reinforcement Learning☆20Updated 2 years ago
- This study is to investigate the optimal control strategies at crosswalks using traffic signal controllers. A multi-agent reinforcement l…☆11Updated 2 years ago
- Adaptive real-time traffic light signal control system using Deep Multi-Agent Reinforcement Learning☆62Updated 4 years ago
- Cooperative control for traffic light signals and connected autonomous vehicles using deep reinforcement learning☆68Updated last year
- ☆38Updated 5 years ago
- This repository contains the code for the paper "UniTSA: A Universal Reinforcement Learning Framework for V2X Traffic Signal Control".☆29Updated 2 months ago
- Traffic Signal Control Using Lightweight Transformers: An Offline-to-Online RL Approach (https://arxiv.org/abs/2312.07795)☆4Updated 6 months ago
- This project develops a Dynamic Traffic Light Management System (DTLMS) using SUMO and reinforcement learning to optimize traffic signals…☆15Updated last year
- SUMO Pytorch Deep Reinforcement Learning Traffic Signal Control☆37Updated 2 years ago
- code for "Data Might be Enough: Bridge Real-World Traffic Signal Control Using Offline Reinforcement Learning"☆10Updated 9 months ago
- XRouting: An explainable vehicle rerouting system based on reinforcement learning with transformer structure☆15Updated 2 years ago
- TransformerLight: A Novel Sequence Modeling Based Traffic Signaling Mechanism via Gated Transformer (29th ACM SIGKDD)☆23Updated last year
- Adaptive Traffic Signal Control of Autonomous Vehicles using Multi-Agent Reinforcement Learning techniques and SUMO tool for vehicular si…☆29Updated 2 years ago
- ☆25Updated 5 years ago
- multi agent RL for traffic light control in Sumo using distributed PPO☆108Updated last year