Modelling and Control of Dynamic Systems Using Gaussian Process Models

Lingua: inglese

Editore: Springer International Publishing Dez 2015, 2015

3319210203 / 9783319210209

Serie: Libro 123 di 167 - Advances in Industrial Control

Da: BuchWeltWeit Ludwig Meier e.K., Bergisch Gladbach, GermaniaBuchWeltWeit Ludwig Meier e.K.

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Venditore AbeBooks dal 11 gennaio 2012

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This item is printed on demand - it takes 3-4 days longer - Neuware -This monograph opens up new horizons for engineers and researchers inacademia and in industry dealing with or interested in new developments in thefield of system identification and control. It emphasizes guidelines forworking solutions and practical advice for their implementation rather than thetheoretical background of Gaussian process (GP) models. The book demonstratesthe potential of this recent development in probabilistic machine-learningmethods and gives the reader an intuitive understanding of the topic. Thecurrent state of the art is treated along with possible future directions forresearch.Systems control design relies on mathematical models and these may bedeveloped from measurement data. This process of system identification, whenbased on GP models, can play an integral part of control design in data-basedcontrol and its description as such is an essential aspect of the text. Thebackground of GP regression is introduced first with system identification andincorporation of prior knowledge then leading into full-blown control. The bookis illustrated by extensive use of examples, line drawings, and graphicalpresentation of computer-simulation results and plant measurements. Theresearch results presented are applied in real-life case studies drawn fromsuccessful applications including: a gas-liquid separator control; urban-traffic signal modelling and reconstruction; and prediction of atmospheric ozone concentration.A MATLAB®toolbox, for identification and simulation ofdynamic GP models is provided for download. 284 pp. Englisch.…

Codice articolo 9783319210209

Titolo
Modelling and Control of Dynamic Systems Using Gaussian Process Models
Autore
Ju¿ Kocijan
Editore
Springer International Publishing Dez 2015
Anno di pubblicazione
2015
Condizione
Neu
Rilegatura
Buch
Lingua
inglese
ISBN 10
3319210203
ISBN 13
9783319210209
Peso dell'articolo
646 grammi
Dimensioni
241x160x20 mm
Serie
Libro 123 di 167: Advances in Industrial Control

BuchWeltWeit Ludwig Meier e.K.

Bergisch Gladbach, Germania

Venditore con 5 stelle

Venditore AbeBooks dal 11 gennaio 2012

Tariffe di spedizione da Germania a U.S.A.

ArticoloDa 5 a 15 giorni lavorativiDa 5 a 15 giorni lavorativi
Primo articoloEUR 23,00EUR 23,00
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BuchWeltWeit Ludwig Meier e.K.

Germania

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