Adaptive Modelling, Estimation and Fusion from Data: A Neurofuzzy Approach / Edition 1

Adaptive Modelling, Estimation and Fusion from Data: A Neurofuzzy Approach / Edition 1

by Chris Harris, Xia Hong, Qiang Gan
     
 

ISBN-10: 3540426868

ISBN-13: 9783540426868

Pub. Date: 06/20/2002

Publisher: Springer Berlin Heidelberg

This book brings together for the first time the complete theory of data based neurofuzzy modelling and the linguistic attributes of fuzzy logic in a single cohesive mathematical framework. After introducing the basic theory of data based modelling new concepts including extended additive and multiplicative submodels are developed. All of these algorithms are

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Overview

This book brings together for the first time the complete theory of data based neurofuzzy modelling and the linguistic attributes of fuzzy logic in a single cohesive mathematical framework. After introducing the basic theory of data based modelling new concepts including extended additive and multiplicative submodels are developed. All of these algorithms are illustrated with benchmark examples to demonstrate their efficiency. The book aims at researchers and advanced professionals in time series modelling, empirical data modelling, knowledge discovery, data mining and data fusion.

Product Details

ISBN-13:
9783540426868
Publisher:
Springer Berlin Heidelberg
Publication date:
06/20/2002
Series:
Advanced Information Processing Series
Edition description:
2002
Pages:
323
Product dimensions:
9.21(w) x 6.14(h) x 0.81(d)

Table of Contents

1An introduction to modelling and learning algorithms1
2Basic concepts of data-based modelling25
3Learning laws for linear-in-the parameters networks53
4Fuzzy and neurofuzzy modelling71
5Parsimonious neurofuzzy modelling103
6Local neurofuzzy modelling153
7Delaunay input space partitioning modelling201
8Neurofuzzy linearisation modelling for nonlinear state estimation225
9Multisensor data fusion using Kalman filters based on neurofuzzy linearisation255
10Support vector neurofuzzy models281
References307
Index319

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