collins-droid / -Smart-Traffic-Light-Control-System
A smart traffic light control system using DQN reinforcement learning model, trained on simulated traffic data generated by SUMO and deployed in real-world environments with cameras, OpenCV, and YOLOv5 for object detection.
☆11Updated 11 months ago
Alternatives and similar repositories for -Smart-Traffic-Light-Control-System:
Users that are interested in -Smart-Traffic-Light-Control-System 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
- This project develops a Dynamic Traffic Light Management System (DTLMS) using SUMO and reinforcement learning to optimize traffic signals…☆18Updated last year
- 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
- SUMO Pytorch Deep Reinforcement Learning Traffic Signal Control☆39Updated 3 years ago
- Integrate AutoRL into DQN to implement a single traffic signal control system.☆18Updated last year
- This is a multi agent reinforcement learning system using SUMO for large scale traffic light control☆29Updated 4 years ago
- Adaptive traffic signal control using deep reinforcement learning built using SUMO☆10Updated 3 years ago
- sumo + RL + Routing☆20Updated 2 years ago
- Cooperative Control of Traffic Signals and Connected Vehicles: A Multi-agent Deep Reinforcement Learning Approach☆21Updated 3 years ago
- Simulation of Urban Mobility (SUMO) for Multi-Agent Reinforcement Learning☆21Updated 3 years ago
- Environment friendly traffic signal control with deep reinforcement learning☆29Updated last year
- Adaptive real-time traffic light signal control system using Deep Multi-Agent Reinforcement Learning☆66Updated 4 years ago
- Deep Q-Learning traffic light agent using Reinforcement Learning to maximize efficiency in a custom SUMO environment☆12Updated last year
- Scramble Crossing with Deep Reinforcement Learning☆9Updated last year
- XRouting: An explainable vehicle rerouting system based on reinforcement learning with transformer structure☆15Updated 2 years ago
- Deep Reinforcement Learning for Traffic Lights Control using SUMO☆23Updated 6 years ago
- Official code for "Knowledge intensive state design for traffic signal control"☆21Updated last year
- This study is to investigate the optimal control strategies at crosswalks using traffic signal controllers. A multi-agent reinforcement l…☆11Updated 2 years ago
- Decentralized reinforcement learning for city-scale traffic light control☆22Updated 2 years ago
- Deep Reinforcement Learning Agent to control traffic light providing emergency facilitation using real-time traffic data.☆11Updated 4 years ago
- 使用DDQN算法控制单个路口的红绿灯☆14Updated 3 years ago
- mAzeems / Smart-Traffic-Flow-Management-system-for-Montgomery-city-road-network-using-DDPG-MARL-algorithmlater☆10Updated 2 years ago
- codes for paper 《Neighborhood Cooperative Multiagent Reinforcement Learning for Adaptive Traffic Signal Control in Epidemic Regions》☆12Updated 3 years ago
- Using RL-controlled vehicles as traffic regulator to reduce the travel time of emergency vehicles near intersections☆11Updated 3 years ago
- indrajitsadhukhan / Improving-traffic-flow-in-a-single-intersection-using-data-from-its-neighbouring-intersectionsIt is a project build on Simulation Of Urban Mobility(SUMO) to simulate a single intersection and optimize the traffic by minimizing queu…☆19Updated 4 years ago
- Traffic Light Control problem using Actor- Critic algorithm in Simulation of Urban Mobility (SUMO) simulator☆17Updated 3 years ago
- deep reinforcement learing SUMO☆44Updated 6 years ago
- Cooperative control for traffic light signals and connected autonomous vehicles using deep reinforcement learning☆74Updated last year
- Multi-Agent Deep Reinforcement Learning for Large-Scale Traffic Signal Control☆16Updated last year