Computational Intelligence And Its Applications: Evolutionary Computation, Fuzzy Logic, Neural Network And Support Vector Machine Techniques

by Hung Tan Nguyen (Editor), Steve Sai Ho Ling (Editor), Hak-keung Lam (Editor)

Overview

This book focuses on computational intelligence techniques and their applications — fast-growing and promising research topics that have drawn a great deal of attention from researchers over the years. It brings together many different aspects of the current research on intelligence technologies such as neural networks, support vector machines, fuzzy logic and evolutionary computation, and covers a wide range of applications from pattern recognition and system modeling, to intelligent control problems and biomedical applications. Fundamental concepts and essential analysis of various computational techniques are presented to offer a systematic and effective tool for better treatment of different applications, and simulation and experimental results are included to illustrate the design procedure and the effectiveness of the approaches.

Product Details

ISBN-13:	9781848166912
Publisher:	Imperial College Press
Publication date:	09/07/2012
Pages:	320
Product dimensions:	5.70(w) x 9.00(h) x 0.90(d)

Table of Contents

Preface v

Evolutionary Computation and its Applications 1

1 Maximal Margin Algorithms for Pose Estimation Ying Guo Jiaming Li 3

2 Polynomial Modeling in a Dynamic Environment based on a Particle Swarm Optimization Kit Yan Chan Tharam S. Dillon 23

3 Restoration of Half-toned Color-quantized Images Using Particle Swarm Optimization with Multi-wavelet Mutation Frank H.F. Leung Benney C.W. Yeung Y.H. Chan 39

Fuzzy Logics and their Applications 59

4 Hypoglycemia Detection for Insulin-dependent Diabetes Mellitus: Evolved Fuzzy Inference System Approach S. H. Ling P.P. San H.T. Nguyen 61

Neural Networks and their Applications 87

5 Study of Limit Cycle Behavior of Weights of Perceptron C.Y.F. Ho B.W.K. Ling 89

6 Artificial Neural Network Modeling with Application to Nonlinear Dynamics Yi Zhao 101

7 Solving Eigen-problems of Matrices by Neural Networks Yiguang Liu Zhisheng You Bingbing Liu Jiliu Zhou 127

8 Automated Screw Insertion Monitoring Using Neural Networks: A Computational Intelligence Approach to Assembly in Manufacturing Bruno Lara Lakmal D. Seneviratne Kaspar Althoefer 183

Support Vector Machines and their Applications 211

9 On the Applications of Heart Disease Risk Classification and Hand-written Character Recognition using Support Vector Machines S.R. Alty H.K. Lam J. Prada 213

10 Nonlinear Modeling Using Support Vector Machine for Heart Rate Response to Exercise Weidong Chen Steven W. Su Yi Zhang Ying Guo Nghir Nguyen Branko G. Celler Hung T. Nguyen 255

11 Machine Learning-based Nonlinear Model Predictive Control for Heart Rate Response to Exercise Yi Zhang Steven W. Su Branko G. Celler Hung T. Nguyen 271

12 Intelligent Fault Detection and Isolation of HVAC System Based on Online Support Vector Machine Davood Dehestani Ying Guo Sai Ho Ling Steven W. Su Hung T. Nguyen 287

Index 305