This project implements a reinforcement learning (RL) agent integrated with a Model Predictive Controller (MPC) for autonomous lane changing using SUMO (Simulation of Urban MObility).
☆43Jan 14, 2025Updated last year
Alternatives and similar repositories for RL_MPC
Users that are interested in RL_MPC are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- High speed autonomous vehicle navigation and lane change in dense traffic scenario using custom SUMO gym Environment and Reinforcement Le…☆38May 23, 2023Updated 3 years ago
- Best lane-changing policy with various types of car, on SUMO simulator.☆16Jan 7, 2024Updated 2 years ago
- Use DQN to boost MPC computation for dynamic obstacle avoidance.☆48Sep 7, 2024Updated 2 years ago
- Highway Traffic Control with MPC-based RL☆54Jun 16, 2025Updated last year
- Implementation of a reinforcement learning agent able to do autonomous changing lane using Sumo☆91Mar 25, 2023Updated 3 years ago
- GPUs on demand by Runpod - Special Offer Available • AdRun AI, ML, and HPC workloads on powerful cloud GPUs—without limits or wasted spend. Deploy GPUs in under a minute and pay by the second.
- Model predictive control–based value estimation for efficient reinforcement learning. This repository contains the code for the implement…☆12Nov 6, 2024Updated last year
- Uncertainty-aware Planning Method for Autonomous Driving Considering Localization and Perception☆13Mar 19, 2025Updated last year
- Model-Based Reinforcement Learning for Highway Environment with MPC Planning: This repository presents an RL framework integrating Model …☆13Nov 22, 2023Updated 2 years ago
- Create Custom GYM Environment for SUMO and reinforcement learning agant☆15May 5, 2023Updated 3 years ago
- This is the repo for the submitted paper "Automated Lane Merging via Game Theory and Branch Model Predictive Control".☆15Aug 14, 2024Updated 2 years ago
- A SUMO environment for differential varaible speed limits control☆58Jul 3, 2020Updated 6 years ago
- XRouting: An explainable vehicle rerouting system based on reinforcement learning with transformer structure☆17Feb 11, 2023Updated 3 years ago
- Intelligent lane-changing system for autonomous vehicles leveraging Deep Q-Network (DQN), Double DQN, and Dueling Double DQN models in CA…☆72Oct 9, 2026Updated 3 weeks ago
- Implementation of Nash Q-Learning for Autonomous Vehicle Decision Making☆16Sep 16, 2022Updated 4 years ago
- GPU virtual machines on DigitalOcean Gradient AI • AdGet to production fast with high-performance AMD and NVIDIA GPUs you can spin up in seconds. The definition of operational simplicity.
- 基于SUMO的高速公路-匝道交通仿真与数据分析系统,只需要安装sumo和一个python语言的编辑器,并且安装requirements.txt中必要的库函数,直接运行traffic_manager.py文件即可。详细指南请阅读readme文件☆15Aug 1, 2025Updated last year
- Offroad autonomous navigation based on MPC and model-based RL using RC cars☆28May 9, 2024Updated 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 4 years ago
- An Integrated Model for Autonomous Speed and Lane Change Decision-Making Based on Deep Reinforcement Learning☆29Dec 11, 2023Updated 2 years ago
- Deep Reinforcement Learning based Decision-Making in Autonomous Driving Tasks☆28Jan 31, 2026Updated 9 months ago
- [TIV, 2022] Robust Lane Change Decision Making for Autonomous Vehicles: An Observation Adversarial Reinforcement Learning Approach☆14May 13, 2025Updated last year
- a RL-MPC control scheme for Autonomous Driving☆23Dec 27, 2022Updated 3 years ago
- A backup file for my 2020 TRBAM poster paper submission.☆11Jun 6, 2020Updated 6 years ago
- This is a project to predict the lane change intention and trajectory incorporating traffic context information☆57Apr 19, 2022Updated 4 years ago
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- optimization for speed/path planning☆28Nov 26, 2023Updated 2 years ago
- Simple library to simulate, test and tune Model Predictive Control (MPC) for autonomous vehicles.☆42May 16, 2021Updated 5 years ago
- ☆12Apr 4, 2024Updated 2 years ago
- Lane Changer Agent DQN☆49Feb 14, 2022Updated 4 years ago
- A Reinforcement Learning Based Algorithm for On Ramp Merging☆13May 29, 2026Updated 5 months ago
- Integrating Reinforcement Learning and Model Predictive Control for Enhancing Safety in Automated Vehicle Systems☆36Jan 2, 2024Updated 2 years ago
- applying multi-agent reinforcement learning for highway-merging autonomous vehicles☆67Dec 9, 2023Updated 2 years ago
- This project is developing a hybrid DRL-MPC model for motion planning of AVs at unsignalized intersection. The work is based on the Highw…☆21Mar 8, 2026Updated 7 months ago
- Traffic simulation with the Cell Transmission Model (CTM)☆20Nov 18, 2021Updated 4 years ago
- 1-Click AI Models by DigitalOcean Gradient • AdDeploy popular AI models on DigitalOcean Gradient GPU virtual machines with just a single click. Zero configuration with optimized deployments.
- Source code for ST-VIO (Li, H., Stueckler, J.): "Online Calibration of a Single-Track Ground Vehicle Dynamics Model by Tight Fusion with …☆17Jul 15, 2024Updated 2 years ago
- The code used to generate and evaluate SUMO scenarios for measuring the safety and efficiency of low penetration rates of connected auton…☆15May 12, 2021Updated 5 years ago
- Using reinforcement learning for vehicle lateral control, the input is information such as vehicle status and tracking error, and the out…☆14May 6, 2023Updated 3 years ago
- OpenAI-gym-like Reinforcement Learning environment for Dispatching of Mobile Chargers with SUMO. Compatible with Gym and popular RL libra…☆15Mar 16, 2025Updated last year
- 🤖 Training intelligent driving agents using Multi-Agent Reinforcement Learning (PPO) in SUMO to improve highway traffic efficiency, safe…☆10Jun 26, 2025Updated last year
- Distributed Collaboration of Connected Autonomous Vehicles at Unsignalized Intersections using Parallel Monte Carlo Tree Search☆17May 2, 2022Updated 4 years ago
- Ramp metering agent trained by TD3 algorithm using SUMO☆19Oct 15, 2023Updated 3 years ago