This project develops a Dynamic Traffic Light Management System (DTLMS) using SUMO and reinforcement learning to optimize traffic signals. The intelligent algorithm adapts signal timings to reduce congestion and travel delays.
☆17Nov 22, 2023Updated 2 years ago
Alternatives and similar repositories for Traffic-Light-Management-system-using-RL-and-SUMO
Users that are interested in Traffic-Light-Management-system-using-RL-and-SUMO are comparing it to the libraries listed below
Sorting:
- 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
- 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
- SUMO Tutorial, including net, route, traffic light, detector, sumolib and traci.☆23Aug 16, 2022Updated 3 years ago
- The code repo for paper "Multi-intersection Traffic Optimisation: ABenchmark Dataset and a Strong Baseline"☆11Mar 15, 2022Updated 3 years ago
- ☆12Apr 4, 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
- This GitHub repo hosts an RL-based Traffic Light Control System (TLCS) for optimizing intersections. Employing Reinforcement Learning, it…☆13Nov 23, 2023Updated 2 years ago
- Analysis of various traffic signal control techniques in SUMO☆15Jun 4, 2019Updated 6 years ago
- Multi-Agent Reinforcement Learning for Traffic Signal Control through Universal Communication Method☆39Mar 23, 2025Updated 11 months ago
- Integrate AutoRL into DQN to implement a single traffic signal control system.☆16Nov 16, 2023Updated 2 years ago
- A reinforcement learning based behaviour planner for autonomous driving agents☆20Jan 8, 2021Updated 5 years ago
- Traffic Light Control problem using Actor- Critic algorithm in Simulation of Urban Mobility (SUMO) simulator☆17Dec 14, 2021Updated 4 years ago
- Smart Traffic Light Management System employs SUMO and reinforcement learning to dynamically optimize signal timings, reducing congestion…☆24Nov 29, 2023Updated 2 years ago
- Cooperative Control of Traffic Signals and Connected Vehicles: A Multi-agent Deep Reinforcement Learning Approach☆24Jul 15, 2021Updated 4 years ago
- multi agent RL for traffic light control in Sumo using distributed PPO☆142Jun 6, 2023Updated 2 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
- TorchGRL is the source code for our paper Graph Convolution-Based Deep Reinforcement Learning for Multi-Agent Decision-Making in Mixed…☆104Oct 22, 2022Updated 3 years ago
- This project implements a reinforcement learning (RL) agent integrated with a Model Predictive Controller (MPC) for autonomous lane chang…☆41Jan 14, 2025Updated last year
- Open code of my published paper: Ecological Driving Framework of Hybrid Electric Vehicle Based on Heterogeneous Multi-Agent Deep Reinforc…☆33May 6, 2025Updated 10 months ago
- Energy-optimal Routing for Electric Vehicles using Deep Reinforcement Learning with Transformer☆36Jul 20, 2023Updated 2 years ago
- stable-baselines3 reinforcement learning on SUMO traffic light system☆25Nov 9, 2024Updated last year
- Optimize traffic flow at intersections with a Deep Q-Learning agent. Utilizes reinforcement learning to control traffic signals efficient…☆39May 16, 2024Updated last year
- Inductive Graph Reinforcement Learning for Massive-Scale Traffic Signal Control☆65Oct 17, 2022Updated 3 years ago
- Environment friendly traffic signal control with deep reinforcement learning☆32Oct 12, 2023Updated 2 years ago
- This repository contains the code for the paper "LLM-Assisted Light: Leveraging Large Language Model Capabilities for Human-Mimetic Traff…☆97Jul 10, 2025Updated 7 months ago
- Reinforcement learning for traffic signal control (published research)☆36Oct 24, 2025Updated 4 months ago
- ☆11Dec 23, 2024Updated last year
- This repository contains the code for the paper "UniTSA: A Universal Reinforcement Learning Framework for V2X Traffic Signal Control".☆42Nov 24, 2024Updated last year
- ☆10Jul 9, 2025Updated 8 months ago
- Reference code for the paper ""Centroid-Guided Target-Driven Topology Control Method for UAV Ad-Hoc Networks Based on Tiny Deep Reinforce…☆10Oct 21, 2024Updated last year
- Adaptive Traffic Signal Control of Autonomous Vehicles using Multi-Agent Reinforcement Learning techniques and SUMO tool for vehicular si…☆39Jul 9, 2022Updated 3 years ago
- Deep Reinforcement Learning based Real-time Renewable Energy Bidding with Battery Control☆16Jul 13, 2025Updated 7 months 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
- sumo_learn_project☆44Nov 26, 2025Updated 3 months 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…☆10Oct 12, 2020Updated 5 years ago
- Python code to integrate Lotka-Volterra equations for Predator-Prey systems☆12Aug 10, 2018Updated 7 years ago
- Adaptive Machine Learning-Based Stock Prediction using Financial Time Series Technical Indicators☆10Dec 21, 2019Updated 6 years ago
- Code for "Traffic Signal Cycle Control with Centralized Critic and Decentralized Actors under Varying Intervention Frequencies"☆11Jun 27, 2025Updated 8 months ago