Integrate AutoRL into DQN to implement a single traffic signal control system.
☆16Nov 16, 2023Updated 2 years ago
Alternatives and similar repositories for traffic_light_rl
Users that are interested in traffic_light_rl are comparing it to the libraries listed below
Sorting:
- This is pytorch implmentation project of Bootsrapped DQN☆13Dec 6, 2020Updated 5 years ago
- SUMO Pytorch Deep Reinforcement Learning Traffic Signal Control☆43Feb 18, 2022Updated 4 years ago
- Adaptive traffic signal control using deep reinforcement learning built using SUMO☆13Mar 5, 2022Updated 4 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 3 years ago
- Official code for "Knowledge intensive state design for traffic signal control"☆30Feb 28, 2024Updated 2 years ago
- Decentralized Deep Reinforcement Learning based Real-World Applicable Traffic Signal Optimization☆11Jul 4, 2021Updated 4 years ago
- A smart traffic light control system using DQN reinforcement learning model, trained on simulated traffic data generated by SUMO and depl…☆10May 10, 2024Updated last year
- ☆29Nov 1, 2024Updated last year
- Decentralized reinforcement learning for city-scale traffic light control☆24Oct 18, 2022Updated 3 years ago
- Investigating Q-Learning and DQN variants for Traffic Signal Control problem☆28Jul 10, 2022Updated 3 years ago
- Code for the NeurIPS 2021 paper "Deep Bandits Show-Off: Simple and Efficient Exploration with Deep Networkst"☆14Sep 12, 2022Updated 3 years ago
- Traffic Signal Control Using Lightweight Transformers: An Offline-to-Online RL Approach☆15May 10, 2024Updated last year
- Deep Q-Learning traffic light agent using Reinforcement Learning to maximize efficiency in a custom SUMO environment☆12Jul 26, 2023Updated 2 years ago
- Environment friendly traffic signal control with deep reinforcement learning☆32Oct 12, 2023Updated 2 years ago
- Study on the application of reinforcement learning to the management of a traffic light intersection.☆13Mar 6, 2023Updated 2 years ago
- ☆11May 20, 2022Updated 3 years ago
- This project develops a Dynamic Traffic Light Management System (DTLMS) using SUMO and reinforcement learning to optimize traffic signals…☆17Nov 22, 2023Updated 2 years ago
- Reinforcement learning for traffic signal control (published research)☆36Oct 24, 2025Updated 4 months 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
- multi agent RL for traffic light control in Sumo using distributed PPO☆142Jun 6, 2023Updated 2 years ago
- Traffic Lights Control with Deep Learning☆73Sep 9, 2022Updated 3 years ago
- Cooperative control for traffic light signals and connected autonomous vehicles using deep reinforcement learning☆84Jul 22, 2023Updated 2 years ago
- SUMO chinese document translation project☆21Jun 5, 2021Updated 4 years ago
- The SUMO simulation platform is used to realize the traditional traffic lights, intelligent traffic lights and intelligent traffic inters…☆89Jun 17, 2020Updated 5 years ago
- stm32无人超市系统项目☆14Jun 4, 2024Updated last year
- Implementation of NeurIPS 2018 paper "Meta-Gradient Reinforcement Learning"☆22Jul 19, 2022Updated 3 years ago
- Apply deep reinforcement learning methods including DQN, DDPG for traffic light control in simulation (discrete environment), to prove th…☆88Sep 9, 2019Updated 6 years ago
- Cooperative Control of Traffic Signals and Connected Vehicles: A Multi-agent Deep Reinforcement Learning Approach☆24Jul 15, 2021Updated 4 years ago
- IPDALight for traffic signal control☆19Mar 18, 2024Updated last year
- Multi-Agent Deep Reinforcement Learning for Large-Scale Traffic Signal Control☆24Sep 2, 2023Updated 2 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…☆487Dec 2, 2025Updated 3 months ago
- Codes for the paper "AoI Aware Radio Resource Management of Autonomous Platoons via Multi Agent Reinforcement Learning"☆24Feb 22, 2023Updated 3 years ago
- Reinforcement Learning environments for Traffic Signal Control with SUMO. Compatible with Gymnasium, PettingZoo, and popular RL libraries…☆993Jan 30, 2026Updated last month
- 23电赛e题视觉识别K230代码☆13Jun 9, 2025Updated 8 months ago
- Optimize traffic flow at intersections with a Deep Q-Learning agent. Utilizes reinforcement learning to control traffic signals efficient…☆38May 16, 2024Updated last year
- Inductive Graph Reinforcement Learning for Massive-Scale Traffic Signal Control☆65Oct 17, 2022Updated 3 years ago
- A traffic control system which counts the number of vehicles and detects passage of any emergency vehicle. This will help in dynamic traf…☆11Apr 13, 2017Updated 8 years ago
- ☆68Mar 7, 2020Updated 5 years ago
- Adaptive real-time traffic light signal control system using Deep Multi-Agent Reinforcement Learning☆69Nov 17, 2020Updated 5 years ago