Iterative Linear Quadratic Regulator with auto-differentiatiable dynamics models

iterative Linear Quadratic Regulator with constraints.

libmpc++ is a C++ header-only library to solve linear and non-linear MPC

Model Predictive Controller for Autonomous Driving implemented using ROS and C++

Master's Thesis Project: Design, Development, Modelling and Simulating of a Y6 Multi-Rotor UAV, Imlementing Control Schemes such as Proportional Integral Derivative Control, Linear Quadratic Gaussian Control and Model Predictive Control on a BeagleBone Blue

This repository has the code for the nonlinear model predictive controller for target tracking problems with the use of Casadi framework and Matlab simulation environment. 🏎️ ✈️

Robot Controls Course Project

A path following differential drive robot controlled using a PID controller and Model Predictive Controller (MPC)

Linear MPC for Lane Keeping and Obstacle Avoidance on Low Curvature Roads - Paper Application

This is MPC (model predictive controller) that can predict steering and throttle to drive in a simulator.

MPC controllers for temperature regulation of a building. Graded project for the ETH course "Model Predictive Control".

Z. Sun, Q. Wang, J. Pan and Y. Xia, "Data-Driven MPC for Linear Systems using Reinforcement Learning," 2021 China Automation Congress (CAC), Beijing, China, 2021, pp. 394-399, doi: 10.1109/CAC53003.2021.9728233.

Mostly software recreations of published works.

Control steer and throttle of UGV to track the reference path based on model predictive controller

A Report on Model Predictive Control Implementation

This study explores using RL for CSTR control, assessing effectiveness vs. traditional controllers (PID, MPC). RL learns optimal behavior to maximize rewards, outperforming NMPC with exploration and lower computational load.

Graphical user interface for designing and simulating model predictive control using MATLAB and the Multi-Parametric Toolbox 3

Model Predictive Control implemented in C++

Using deep learning to predict the motion of a MPC-controlled vehicle

This is a self driving car project of using Model Predictive Control algorithm to help car drive itself