Data-driven predictive control for autonomous systems

U Rosolia, X Zhang, F Borrelli - Annual Review of Control …, 2018 - annualreviews.org
In autonomous systems, the ability to make forecasts and cope with uncertain predictions is
synonymous with intelligence. Model predictive control (MPC) is an established control …

[图书][B] Predictive control for linear and hybrid systems

F Borrelli, A Bemporad, M Morari - 2017 - books.google.com
Model Predictive Control (MPC), the dominant advanced control approach in industry over
the past twenty-five years, is presented comprehensively in this unique book. With a simple …

Ship collision avoidance and COLREGS compliance using simulation-based control behavior selection with predictive hazard assessment

TA Johansen, T Perez… - IEEE transactions on …, 2016 - ieeexplore.ieee.org
This paper describes a concept for a collision avoidance system for ships, which is based on
model predictive control. A finite set of alternative control behaviors are generated by …

[图书][B] Constrained model predictive control

EF Camacho, C Bordons, EF Camacho, C Bordons - 2007 - Springer
The control problem was formulated in the previous chapters considering all signals to
possess an unlimited range. This is not very realistic because in practice all processes are …

The explicit linear quadratic regulator for constrained systems

A Bemporad, M Morari, V Dua, EN Pistikopoulos - Automatica, 2002 - Elsevier
For discrete-time linear time invariant systems with constraints on inputs and states, we
develop an algorithm to determine explicitly, the state feedback control law which minimizes …

Robust model predictive control: A survey

A Bemporad, M Morari - Robustness in identification and control, 2007 - Springer
This paper gives an overview of robustness in Model Predictive Control (MPC). After
reviewing the basic concepts of MPC, we survey the uncertainty descriptions considered in …

[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 …

Optimization over state feedback policies for robust control with constraints

PJ Goulart, EC Kerrigan, JM Maciejowski - Automatica, 2006 - Elsevier
This paper is concerned with the optimal control of linear discrete-time systems subject to
unknown but bounded state disturbances and mixed polytopic constraints on the state and …

Min-max control of constrained uncertain discrete-time linear systems

A Bemporad, F Borrelli, M Morari - IEEE Transactions on …, 2003 - ieeexplore.ieee.org
For discrete-time uncertain linear systems with constraints on inputs and states, we develop
an approach to determine state feedback controllers based on a min-max control …

[图书][B] Constrained optimal control for hybrid systems

F Borrelli - 2003 - Springer
In this chapter we study the solution to optimal control problems for discrete time linear
hybrid systems. First, we show that the closed form of the state feedback solution to finite …