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Adaptive Learning Methods for Nonlinear System Modeling

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686.34  Lei 762.6  Lei

sau 68634 de puncte. Detalii.

Livrare in 25 zile lucratoare

Cod: BRT9780128129760

An aparitie: 2018

Autor: Danilo Comminiello

Categoria: Electronics & communications engineering

Data aparitie: 21062018

Editie: necartonata

Editura: Elsevier Science & Technology

Format: 234 x 190 x 19 mm

Limba: English

Nr. pagini: 388

Tip: Paperback



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Adaptive Learning Methods for Nonlinear System Modeling presents some of the recent advances on adaptive algorithms and machine learning methods designed for nonlinear system modeling and identification. Real-life problems always entail a certain degree of nonlinearity, which makes linear models a non-optimal choice. This book mainly focuses on those methodologies for nonlinear modeling that involve any adaptive learning approaches to process data coming from an unknown nonlinear system. By learning from available data, such methods aim at estimating the nonlinearity introduced by the unknown system. In particular, the methods presented in this book are based on online learning approaches, which process the data example-by-example and allow to model even complex nonlinearities, e.g., showing time-varying and dynamic behaviors. Possible fields of applications of such algorithms includes distributed sensor networks, wireless communications, channel identification, predictive maintenance, wind prediction, network security, vehicular networks, active noise control, information forensics and security, tracking control in mobile robots, power systems, and nonlinear modeling in big data, among many others.

This book serves as a crucial resource for researchers, PhD and post-graduate students working in the areas of machine learning, signal processing, adaptive filtering, nonlinear control, system identification, cooperative systems, computational intelligence. This book may be also of interest to the industry market and practitioners working with a wide variety of nonlinear systems.

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