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Giap's Projects

dnn-mpc-acc icon dnn-mpc-acc

An application of Deep neural networks in MPC approximation. Great thanks to the sample code of Dr Monimoy Bujarbaruah: https://github.com/monimoyb/pd_polLearn.git

nmpc-multiple-shooting icon nmpc-multiple-shooting

Simulation files on basic Nonlinear Model Predictive Control with control rate, soft constraints and control horizon, coded in Casadi, MALTAB.

optimal-control-for-inverted-pendulum-on-cart icon optimal-control-for-inverted-pendulum-on-cart

This repository contains basic optimal control design for an inverted pendulum on cart. The design procedure includes nonlinear dynamics modelling, linearization, discretization using ZOH, unconstrained and constrained optimal controller design.

robust-tube-mpc icon robust-tube-mpc

This simulation file demonstrates a variant of Robust Tube MPC in which the initial nominal state is a decision variable. Theoretical background can be found at "Mayne, David Q., María M. Seron, and S. V. Raković. "Robust model predictive control of constrained linear systems with bounded disturbances." Automatica 41.2 (2005): 219-224."

simplempcs_ta2023 icon simplempcs_ta2023

Simple MPC simulation files created for study and TA job, requiring MATLAB optimization toolbox and MPT3 toolbox.

spacecraft-attitude-control-with-mpc icon spacecraft-attitude-control-with-mpc

This repository contains simulation files for the problem of stabilizing spacecraft attitude using MPC, coded in MPT3, Hybrid toolbox, Yalmip and MATLAB MPC toolbox.

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