Approximate explicit MPC using bilevel optimization

CN Jones, M Morari - 2009 European control conference (ECC …, 2009 - ieeexplore.ieee.org
A linear quadratic model predictive controller (MPC) can be written as a parametric
quadratic optimization problem whose solution is a piecewise affine (PWA) map from the …

Robust model predictive control with zone control

AH González, JL Marchetti, D Odloak - IET Control Theory & Applications, 2009 - IET
Model predictive control (MPC) is usually implemented as a control strategy where the
system outputs are controlled within specified zones, instead of fixed set points. One strategy …

A novel robust tuning strategy for model predictive control

K Han, J Zhao, J Qian - 2006 6th World Congress on Intelligent …, 2006 - ieeexplore.ieee.org
A novel and easy-to-use robust tuning strategy for model predictive control (MPC) is
presented. The proposed strategy based on min-max algorithm can deal with model …

Enlarging the domain of attraction of MPC controllers

D Limon, T Alamo, EF Camacho - Automatica, 2005 - Elsevier
This paper presents a method for enlarging the domain of attraction of nonlinear model
predictive control (MPC). The usual way of guaranteeing stability of nonlinear MPC is to add …

Constrained min-max predictive control: Modifications of the objective function leading to polynomial complexity

T Alamo, DM de la Pena, D Limón… - IEEE Transactions on …, 2005 - ieeexplore.ieee.org
In this note, an efficient way of implementing a constrained min-max predictive controller is
presented. The new approach modifies the objective function in such a way that the resulting …

A stabilizing iteration scheme for model predictive control based on relaxed barrier functions

C Feller, C Ebenbauer - Automatica, 2017 - Elsevier
We propose and analyze a stabilizing iteration scheme for the algorithmic implementation of
model predictive control for linear discrete-time systems subject to polytopic input and state …

On real-time robust model predictive control

MN Zeilinger, DM Raimondo, A Domahidi, M Morari… - Automatica, 2014 - Elsevier
High-speed applications impose a hard real-time constraint on the solution of a model
predictive control (MPC) problem, which generally prevents the computation of the optimal …

Embedded model predictive control (MPC) using a FPGA

KV Ling, BF Wu, JM Maciejowski - IFAC Proceedings Volumes, 2008 - Elsevier
Abstract Model Predictive Control (MPC) is increasingly being proposed for application to
miniaturized devices, fast and/or embedded systems. A major obstacle to this is its …

Accelerating online MPC with partial explicit information and linear storage complexity in the number of constraints

M Jost, M Mönnigmann - 2013 European Control Conference …, 2013 - ieeexplore.ieee.org
Model predictive control (MPC) is an acclaimed method for the control of constrained
systems. Since a constrained optimization problem has to be solved in every time step, the …

Pattern recognition technique based active set QP strategy applied to MPC for a driving cycle test

Q Zhu, S Onori, R Prucka - 2015 American Control Conference …, 2015 - ieeexplore.ieee.org
Application of constrained Model Predictive Control (MPC) to systems with fast dynamics is
limited by the time consuming iterative optimization solvers. This paper proposes a fast and …