siavash91 / TC-DQN
Adaptive Signal Traffic Control with Reinforcement Learning: Towards State-of-the-art and Beyond
☆8Updated 4 years ago
Alternatives and similar repositories for TC-DQN:
Users that are interested in TC-DQN are comparing it to the libraries listed below
- Deep Q-Learning traffic light agent using Reinforcement Learning to maximize efficiency in a custom SUMO environment☆12Updated last year
- mAzeems / Smart-Traffic-Flow-Management-system-for-Montgomery-city-road-network-using-DDPG-MARL-algorithmlater☆10Updated 2 years ago
- Decentralized reinforcement learning for city-scale traffic light control☆22Updated 2 years ago
- This is a Machine Learning project made by myself, containing several algorithms from the Reinforcement Learning world (DQN, A2C, PPO) wi…☆19Updated 3 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
- Cooperative Control of Traffic Signals and Connected Vehicles: A Multi-agent Deep Reinforcement Learning Approach☆21Updated 3 years ago
- Deep Reinforcement Learning for Traffic Lights Control using SUMO☆23Updated 5 years ago
- Adaptive Traffic Signal Control of Autonomous Vehicles using Multi-Agent Reinforcement Learning techniques and SUMO tool for vehicular si…☆31Updated 2 years ago
- SUMO Simulation source code of the study - A Study of Applying Eco-Driving Speed Advisory on Transit Signal Priority☆13Updated 2 years ago
- Scramble Crossing with Deep Reinforcement Learning☆9Updated last year
- ☆8Updated 3 years ago
- ☆11Updated 2 years ago
- This project develops a Dynamic Traffic Light Management System (DTLMS) using SUMO and reinforcement learning to optimize traffic signals…☆15Updated last year
- Using RL-controlled vehicles as traffic regulator to reduce the travel time of emergency vehicles near intersections☆11Updated 3 years ago
- Adaptive real-time traffic light signal control system using Deep Multi-Agent Reinforcement Learning☆66Updated 4 years ago
- This is our Final Year Project in Bachelors. We try to avoid congestion on two levels i.e Intersection level and Infrastructure to Vehicl…☆9Updated 4 years ago
- muhammadsohaib60 / Traffic-Congestion-Avoidance-For-Autonomous-Vehicles-Using-Reinforcement-LearningThe Aim of this project is to design an algorithm that will significantly decrease the trip times of vehicles as well as average car dens…☆9Updated 2 years ago
- Traffic Signal Control Using Lightweight Transformers: An Offline-to-Online RL Approach (https://arxiv.org/abs/2312.07795)☆4Updated 7 months ago
- codes for paper 《Neighborhood Cooperative Multiagent Reinforcement Learning for Adaptive Traffic Signal Control in Epidemic Regions》☆12Updated 2 years ago
- XRouting: An explainable vehicle rerouting system based on reinforcement learning with transformer structure☆15Updated 2 years ago
- deep reinforcement learing SUMO☆44Updated 6 years ago
- Environment friendly traffic signal control with deep reinforcement learning☆29Updated last year
- Distributed Collaboration of Connected Autonomous Vehicles at Unsignalized Intersections using Parallel Monte Carlo Tree Search☆13Updated 2 years ago
- Simulation of Urban Mobility (SUMO) for Multi-Agent Reinforcement Learning☆21Updated 3 years ago
- Integrate AutoRL into DQN to implement a single traffic signal control system.☆18Updated last year
- A reinforcement learning based behaviour planner for autonomous driving agents☆16Updated 4 years ago
- This is a multi agent reinforcement learning system using SUMO for large scale traffic light control☆28Updated 4 years ago
- Reinforcement learning for traffic signal control (published research)☆31Updated 3 weeks ago
- Control Traffic lights intelligently with Reinforcement Learning!☆12Updated 4 years ago
- Multi-Agent Deep Reinforcement Learning for Large-Scale Traffic Signal Control☆14Updated last year