Name: Modelling and Control of Dynamic Systems Using Gaussian Process Models
Price: 4801.00 TWD
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Author: Kocijan, Jus
ISBN: 9783319793276

portada Modelling and Control of Dynamic Systems Using Gaussian Process Models

Modelling and Control of Dynamic Systems Using Gaussian Process Models

Type

Physical Book

Author

Jus Kocijan

Publisher

Springer

Language

English

Pages

267

Format

Paperback

ISBN13

9783319793276

Synopsis "Modelling and Control of Dynamic Systems Using Gaussian Process Models"

This monograph opens up new horizons for engineers and researchers in academia and in industry dealing with or interested in new developments in the field of system identification and control. It emphasizes guidelines for working solutions and practical advice for their implementation rather than the theoretical background of Gaussian process (GP) models. The book demonstrates the potential of this recent development in probabilistic machine-learning methods and gives the reader an intuitive understanding of the topic. The current state of the art is treated along with possible future directions for research.Systems control design relies on mathematical models and these may be developed from measurement data. This process of system identification, when based on GP models, can play an integral part of control design in data-based control and its description as such is an essential aspect of the text. The background of GP regression is introduced first with system identification and incorporation of prior knowledge then leading into full-blown control. The book is illustrated by extensive use of examples, line drawings, and graphical presentation of computer-simulation results and plant measurements. The research results presented are applied in real-life case studies drawn from successful applications including: a gas-liquid separator control; urban-traffic signal modelling and reconstruction; and prediction of atmospheric ozone concentration. A MATLAB(R) toolbox, for identification and simulation of dynamic GP models is provided for download.

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Modelling and Control of Dynamic Systems Using Gaussian Process Models - Kocijan, Jus

Synopsis "Modelling and Control of Dynamic Systems Using Gaussian Process Models"

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