Identification of hybrid systems a tutorial

S Paoletti, AL Juloski, G Ferrari-Trecate… - European journal of …, 2007 - Elsevier
This tutorial paper is concerned with the identification of hybrid models, ie dynamical models
whose behavior is determined by interacting continuous and discrete dynamics. Methods …

Piecewise linear neural networks and deep learning

Q Tao, L Li, X Huang, X **, S Wang… - Nature Reviews Methods …, 2022 - nature.com
As a powerful modelling method, piecewise linear neural networks (PWLNNs) have proven
successful in various fields, most recently in deep learning. To apply PWLNN methods, both …

Stability and stabilizability of switched linear systems: a survey of recent results

H Lin, PJ Antsaklis - IEEE Transactions on Automatic control, 2009 - ieeexplore.ieee.org
During the past several years, there have been increasing research activities in the field of
stability analysis and switching stabilization for switched systems. This paper aims to briefly …

Stability analysis and control synthesis for switched systems: a switched Lyapunov function approach

J Daafouz, P Riedinger, C Iung - IEEE transactions on …, 2002 - ieeexplore.ieee.org
This paper addresses the problem of stability analysis and control synthesis of switched
systems in the discrete-time domain. The approach followed in this paper looks at the …

Equivalence of hybrid dynamical models

WPMH Heemels, B De Schutter, A Bemporad - Automatica, 2001 - Elsevier
This paper establishes equivalences among five classes of hybrid systems: mixed logical
dynamical (MLD) systems, linear complementarity (LC) systems, extended linear …

[BOOK][B] Constrained control and estimation: an optimisation approach

G Goodwin, MM Seron, JA De Doná - 2006 - books.google.com
This book provides a comprehensive treatment of the principles underlying optimal
constrained control and estimation. The contents progress from optimisation theory, fixed …

A clustering technique for the identification of piecewise affine systems

G Ferrari-Trecate, M Muselli, D Liberati, M Morari - Automatica, 2003 - Elsevier
We propose a new technique for the identification of discrete-time hybrid systems in the
piecewise affine (PWA) form. This problem can be formulated as the reconstruction of a …

[BOOK][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 …

Identification of piecewise affine systems via mixed-integer programming

J Roll, A Bemporad, L Ljung - Automatica, 2004 - Elsevier
This paper addresses the problem of identification of hybrid dynamical systems, by focusing
the attention on hinging hyperplanes and Wiener piecewise affine autoregressive …

Decentralized receding horizon control for large scale dynamically decoupled systems

T Keviczky, F Borrelli, GJ Balas - Automatica, 2006 - Elsevier
We present a detailed study on the design of decentralized receding horizon control (RHC)
schemes for decoupled systems. We formulate an optimal control problem for a set of …