A survey on explicit model predictive control

A Alessio, A Bemporad - Nonlinear Model Predictive Control: Towards …, 2009 - Springer
Explicit model predictive control (MPC) addresses the problem of removing one of the main
drawbacks of MPC, namely the need to solve a mathematical program on line to compute …

[图书][B] Predictive control: Fundamentals and developments

Y Xi, D Li - 2019 - books.google.com
This book is a comprehensive introduction to model predictive control (MPC), including its
basic principles and algorithms, system analysis and design methods, strategy …

Nonlinear model predictive control

L Magni, DM Raimondo, F Allgöwer - Lecture Notes in Control and …, 2009 - Springer
Model Predictive Control (MPC) is an area in rapid development with respect to both
theoretical and application aspects. The former petrochemical applications of MPC were …

Recent advances in quadratic programming algorithms for nonlinear model predictive control

D Kouzoupis, G Frison, A Zanelli, M Diehl - Vietnam Journal of …, 2018 - Springer
Over the past decades, the advantages of optimization-based control techniques over
conventional controllers inspired developments that enabled the use of model predictive …

Clipping-based complexity reduction in explicit MPC

M Kvasnica, M Fikar - IEEE Transactions on Automatic Control, 2011 - ieeexplore.ieee.org
The idea of explicit model predictive control (MPC) is to characterize optimal control inputs
as an explicit piecewise affine (PWA) function of the initial conditions. The function, however …

Polytopic approximation of explicit model predictive controllers

CN Jones, M Morari - IEEE Transactions on Automatic Control, 2010 - ieeexplore.ieee.org
A model predictive control law (MPC) is given by the solution to a parametric optimization
problem that can be precomputed offline, which provides an explicit map from state to input …

[PDF][PDF] Model predictive control based on linear programming~ the explicit solution

A Bemporad, F Borrelli, M Morari - IEEE transactions on automatic …, 2002 - academia.edu
For discrete-time linear time-invariant systems with constraints on inputs and states, we
describe a method to determine explicitly, as a function of the initial state, the solution to …

Complexity reduction in explicit linear model predictive control

P Tøndel, TA Johansen - IFAC Proceedings Volumes, 2002 - Elsevier
Explicit piecewise linear (PWL) state feedback laws solving constrained linear model
predictive control (MPC) problems can be obtained by solving multi-parametric quadratic …

Model predictive control

B Kouvaritakis, M Cannon - Switzerland: Springer International Publishing, 2016 - Springer
One of the motivations behind this book was to collect together the many results of the
Oxford University predictive control group. For this reason we have, rather unashamedly …

[图书][B] A real-time gradient method for nonlinear model predictive control

K Graichen, B Käpernick - 2012 - researchgate.net
Model predictive control (MPC) is a modern control scheme that relies on the solution of an
optimal control problem (OCP) on a receding horizon. MPC schemes have been developed …