Iterative Linear Quadratic Regulator with auto-differentiatiable dynamics models
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Updated
Jun 21, 2022 - Python
Iterative Linear Quadratic Regulator with auto-differentiatiable dynamics models
Python implementation of an automatic parallel parking system in a virtual environment, including path planning, path tracking, and parallel parking
iterative Linear Quadratic Regulator with constraints.
Code for the paper Model-Predictive Control via Cross-Entropy and Gradient-Based Optimization
Assetto Corsa OpenAI Gym Environment
Model Predictive Controller tested on Carla simulator on Race track with reference velocity.
Differential Dynamic Programming (DDP) with automatic symbolic differentiation
Pytorch implementation of Model Predictive Control with learned models
J. Berberich, J. Köhler, M. A. Müller and F. Allgöwer, "Data-Driven Model Predictive Control With Stability and Robustness Guarantees," in IEEE Transactions on Automatic Control, vol. 66, no. 4, pp. 1702-1717, April 2021, doi: 10.1109/TAC.2020.3000182.
Learning Model Predictive Control (LMPC) for autonomous racing in CARLA 3D environment.
Python package for model predictive control (MPC) for EPASWMM5 models
A code for implementing autonomous car software, including environment perception, lanes detection, identifying traffic signs, and controlling the vehicle with digital PID.
This repository contains the code for our paper on Dynamic Mirror Descent based MPC for Model-Free RL
RRT*-MPC path planning for spacecraft navigation in dynamic environment. Graded project for the ETH course "Planning and Decision Making for Autonomous Robots".
Python interactive interface for TinyMPC
Implementing MPC for low speed parking lot scenarios (EECS561 Final Project)
A hybrid collision avoidance system combining Deep Reinforcement Learning with Model Predictive Control, designed for autonomous vehicles in CARLA to navigate scenarios with stationary obstacles.
This the repo for master thesis--SMPC in heavy traffic scenario
ROS Pipeline Implementing all the necessary modules for Autonomous Robot. Tested on Loomo Segway Robot.
Github mirror of https://gitlab.kuleuven.be/meco-software/impact
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