Model Predictive Control – Fusion of Engineering, Control, Coding, Machine Learning, and Science

ROS2 Jazzy and Gazebo Implementation of Potential Field Method for Robot Path Planning Using Lidar

by adminJuly 16, 2025July 16, 2025

In this ROS2 Jazzy and Gazebo and robotics tutorial, we explain how to implement from scratch a potential field method with lidar sensor for robot …

Nonlinear Model Predictive Control – MPC – Tutorial 1: Basic Formulation and Solution in MATLAB

by adminMay 25, 2024July 21, 2024

In this tutorial series, we explain how to formulate and numerically solve different versions of the nonlinear Model Predictive Control (MPC) problem. We implement the …

Model Predictive Control (MPC) Tutorial 2: Unconstrained Solution for Linear Systems and Implementation in C++ from Scratch by Using Eigen C++ Library

by adminSeptember 15, 2023July 19, 2024

In this control engineering, control theory, and machine learning, we present a Model Predictive Control (MPC) tutorial. First, we explain how to formulate the problem …

Model Predictive Control (MPC) Tutorial 1: Unconstrained Formulation, Derivation, and Implementation in Python from Scratch

by adminSeptember 13, 2023July 19, 2024

In this control engineering, control theory, and machine learning, we present a Model Predictive Control (MPC) tutorial. First, we explain how to formulate the problem …