pengyuan-zhou / Multi-agent-RL-traffic-light-control
Decentralized reinforcement learning for city-scale traffic light control
☆22Updated 2 years ago
Alternatives and similar repositories for Multi-agent-RL-traffic-light-control:
Users that are interested in Multi-agent-RL-traffic-light-control are comparing it to the libraries listed below
- Adaptive Traffic Signal Control of Autonomous Vehicles using Multi-Agent Reinforcement Learning techniques and SUMO tool for vehicular si…☆35Updated 2 years ago
- Environment friendly traffic signal control with deep reinforcement learning☆29Updated last year
- codes for paper 《Neighborhood Cooperative Multiagent Reinforcement Learning for Adaptive Traffic Signal Control in Epidemic Regions》☆12Updated 3 years ago
- This is a Machine Learning project made by myself, containing several algorithms from the Reinforcement Learning world (DQN, A2C, PPO) wi…☆20Updated 3 years ago
- Reinforcement learning for traffic signal control (published research)☆31Updated last month
- This project develops a Dynamic Traffic Light Management System (DTLMS) using SUMO and reinforcement learning to optimize traffic signals…☆18Updated last year
- XRouting: An explainable vehicle rerouting system based on reinforcement learning with transformer structure☆15Updated 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
- This is a multi agent reinforcement learning system using SUMO for large scale traffic light control☆29Updated 4 years ago
- Deep Reinforcement Learning for Traffic Lights Control using SUMO☆23Updated 6 years ago
- sumo + RL + Routing☆20Updated 2 years ago
- Multi-Agent Reinforcement Learning for Traffic Signal Control through Universal Communication Method☆36Updated last month
- Inductive Graph Reinforcement Learning for Massive-Scale Traffic Signal Control☆60Updated 2 years ago
- Simulation of Urban Mobility (SUMO) for Multi-Agent Reinforcement Learning☆21Updated 3 years ago
- SUMO Pytorch Deep Reinforcement Learning Traffic Signal Control☆39Updated 3 years ago
- deep reinforcement learing SUMO☆44Updated 6 years ago
- This repository contains the code for the paper "UniTSA: A Universal Reinforcement Learning Framework for V2X Traffic Signal Control".☆33Updated 5 months ago
- Cooperative Control of Traffic Signals and Connected Vehicles: A Multi-agent Deep Reinforcement Learning Approach☆21Updated 3 years ago
- Cooperative control for traffic light signals and connected autonomous vehicles using deep reinforcement learning☆74Updated last year
- Integrate AutoRL into DQN to implement a single traffic signal control system.☆18Updated last year
- Official code for "Knowledge intensive state design for traffic signal control"☆21Updated last year
- Multi-Agent Deep Reinforcement Learning for Large-Scale Traffic Signal Control☆16Updated last year
- Deep Q-Learning traffic light agent using Reinforcement Learning to maximize efficiency in a custom SUMO environment☆12Updated last year
- Adaptive real-time traffic light signal control system using Deep Multi-Agent Reinforcement Learning☆66Updated 4 years ago
- ☆15Updated 2 years ago
- Using RL-controlled vehicles as traffic regulator to reduce the travel time of emergency vehicles near intersections☆11Updated 3 years ago
- 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☆49Updated 6 years ago
- stable-baselines3 reinforcement learning on SUMO traffic light system☆25Updated 5 months ago
- Analysis of various traffic signal control techniques in SUMO☆15Updated 5 years ago
- TorchGRL is the source code for our paper Graph Convolution-Based Deep Reinforcement Learning for Multi-Agent Decision-Making in Mixed…☆92Updated 2 years ago