Approximate explicit constrained linear model predictive control via orthogonal search tree

TA Johansen, A Grancharova - IEEE Transactions on Automatic …, 2003 - ieeexplore.ieee.org
Solutions to constrained linear model predictive control problems can be precomputed off-
line in an explicit form as a piecewise linear state feedback on a polyhedral partition of the …

Stabilizing linear model predictive control under inexact numerical optimization

M Rubagotti, P Patrinos… - IEEE Transactions on …, 2014 - ieeexplore.ieee.org
This note describes a model predictive control (MPC) formulation for discrete-time linear
systems with hard constraints on control and state variables, under the assumption that the …

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 …

An accelerated dual gradient-projection algorithm for embedded linear model predictive control

P Patrinos, A Bemporad - IEEE Transactions on Automatic …, 2013 - ieeexplore.ieee.org
This paper proposes a dual fast gradient-projection method for solving quadratic
programming problems that arise in model predictive control of linear systems subject to …

[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 …

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 …

On region-free explicit model predictive control

M Kvasnica, B Takács, J Holaza… - 2015 54th IEEE …, 2015 - ieeexplore.ieee.org
We show that explicit MPC solutions admit a closed-form solution which does not require the
storage of critical regions. Therefore significant amount of memory can be saved. In fact, not …

An efficient off-line formulation of robust model predictive control using linear matrix inequalities

Z Wan, MV Kothare - Automatica, 2003 - Elsevier
The practicality of model predictive control (MPC) is partially limited by its ability to solve
optimization problems in real time. Moreover, on-line computational demand for …

Efficient on-line computation of constrained optimal control

L Borrelli, T Baotic, A Bemporad… - Proceedings of the 40th …, 2001 - ieeexplore.ieee.org
For discrete-time linear time-invariant systems with constraints on inputs and outputs, the
constrained finite-time optimal controller can be obtained explicitly as a piecewise-affine …

The explicit constrained min-max model predictive control of a discrete-time linear system with uncertain disturbances

Y Gao, KT Chong - IEEE Transactions on Automatic Control, 2012 - ieeexplore.ieee.org
In this technical brief, we develop an algorithm to determine the explicit solution of the
constrained min-max model predictive control problem. For a discrete-time linear system …