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Автор: Fabien Lauer, Gerard Bloch
Издательство: Springer
ISBN: 303000192X
Год: 2018 (2019 Edition)
Страниц: 267
Язык: английский
Формат: pdf (true), epub
Размер: 16.9 MB
Hybrid System Identification helps readers to build mathematical models of dynamical systems switching between different operating modes, from their experimental observations. It provides an overview of the interaction between system identification, machine learning and pattern recognition fields in explaining and analysing hybrid system identification.
It emphasises the optimization and computational complexity issues that lie at the core of the problems considered and sets them aside from standard system identification problems. The book presents practical methods that leverage this complexity, as well as a broad view of state-of-the-art machine learning methods.