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LECTURES NOTES IN COMPUTATIONAL

INTELLIGENCE

Proceedings of the

8th WSEAS International Conference on NEURAL NETWORKS

(NN '07)

8th WSEAS International Conference on FUZZY SYSTEMS

(FS '07)

8th WSEAS International Conference on EVOLUTIONARY COMPUTING

(EC '07)

Vancouver, Canada, June 18-20, 2007

ISSN: 1790-5109 ISBN: 978-960-8457-81-2

Copyright © WSEAS 2007, http://www.wseas.org

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LECTURES NOTES IN COMPUTATIONAL

INTELLIGENCE

Proceedings of the

8th WSEAS International Conference on NEURAL NETWORKS (NN '07)

8th WSEAS International Conference on FUZZY SYSTEMS (FS '07)

8th WSEAS International Conference on EVOLUTIONARY COMPUTING (EC '07)

Vancouver, Canada, June 18-20, 2007

Published by World Scientific and Engineering Academy and Society Press http://www.wseas.org

Copyright © 2007, by WSEAS Press

All the copyright of the present book belongs to the World Scientific and Engineering Academy and Society Press. All rights reserved. No part of this publication may be reproduced, stored in a retrieval system, or transmitted in any form or by any means, electronic, mechanical, photocopying, recording, or otherwise, without the prior written permission of the Editor of World Scientific and Engineering Academy and Society Press.

All papers of the present volume were peer reviewed by two independent reviewers.

Acceptance was granted when both reviewers' recommendations were positive.

See also: http://www.worldses.org/review/index.html

ISSN: 1790-5109

ISBN: 978-960-8457-81-2

World Scientific and Engineering Academy and Society

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EDITORS:

Akshai Aggarwal (Canada) Ronald Yager (USA) I. W. Sandberg (USA)

HONORARY EDITORS:

Lofti Zadeh (USA)

A. A. Goldenberg (Canada)

SCIENTIFIC COMMITTEE:

Martin Pelikan, USA Earl Swartzlander, USA Bijoy K. Ghosh, USA Anders Lindquist, SWEDEN

Narasimhan Sundararajan, SINGAPORE Graham C. Goodwin, AUSTRALIA Angel Rodriguez-Vasquez, SPAIN Erol Gelenbe, USA

I. Rudas, HUNGARY Leon O. Chua, USA

M. Novak, CZECH REPUBLIC F.L. Lewis, USA

Harry Wechsler, USA

Dengsheng Zhang, AUSTRALIA Howard C. Card, CANADA Lei Xu, P.R. CHINA V. Mladenov, BULGARIA Marco Gori, ITALY

Narasimhan Sundararajan, SINGAPORE Sankar K. Pal, INDIA

A. Slavova, BULGARIA Tamas Roska, USA Corina Botoca, ROMANIA Fawzi Al-Naima, IRAQ Javier Ramirez, SPAIN

Songyot Sureerattanan, THAILAND Jose Carlos Quadrado, PORTUGAL

Sudhir Sawarkar, INDIA

Muhammad Ibrahimy, MALAYSIA Marijana Zekic-Susac, CROATIA Ataollah Ebrahimzadeh, IRAN Cornel Barna, ROMANIA Mohammed Tarbouchi, CANADA Devinder Kaur, USA

Helene Tap-Beteille, FRANCE Anne W.M. Ng, AUSTRALIA Vincenzo Niola, ITALY Virgil Tiponut, ROMANIA Jose Villar, SPAIN

Damir Vucina, CROATIA

Constantinos Neocleous, CYPRUS Miloslava Kasparova, CZECH REPUBLIC Smriti Srivastava, INDIA

James Gomes, INDIA Che-Chern Lin, TAIWAN

Muhammad Ibrahimy, MALAYSIA Ataollah Ebrahimzadeh, IRAN Nalini Ng, INDIA

Ali Assi, UNITED ARAB EMIRATES Haiyi Zhang, CANADA

Buthainah Al-Kazemi, KUWAIT Dalibor Biolek, CZECH REPUBLIC Panos Pardalos, USA

Satnam Dlay, UNITED KINGDOM

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8th WSEAS International Conference on NEURAL NETWORKS (NN ‘07)

TABLE OF CONTENTS

Pruning RBF Networks with QLP Decomposition 1

Edwirde Luiz Silva, Paulo Lisboa, Andres Gonzalez Carmona

Regression with Radial Basis Function Artificial Neural Networks using QLP Decomposition to Prune Hidden Nodes with Different Functional Form

7 Edwirde Luiz Silva, Paulo J.G. Lisboa, Andres Gonzalez Carmona

Neural Network Structures with Constant Weights to Implement Dis-Jointly Removed Non-Convex (DJRNC) Decision Regions: Part A - Properties, Model and Simple Case

13 Che-Chern Lin

Neural Network Structures with Constant Weights to Implement Dis-Jointly Removed Non-Convex (DJRNC) Decision Regions: Part B - Nested and Disconnected Cases

19 Che-Chern Lin

Melancholia Diagnosis Based on CMAC Neural Network Approach 25

Chin-Pao Hung, Shi-Liang Yang

A Neural Network Structure with Constant Weights to Implement Convex Recursive Deletion Regions 31 Che-Chern Lin

Batu Aceh Typology Identification 37

Azlinah Mohamed, Sofianita Mutalib, Noor Habibah Arshad

A New Superframe Scheme to Reduce Delay in IEEE 802.15.4 43

Jangkyu Yun, Byeongjik Lee, Eunhwa Kim, Namkoo Ha, Hyunsook Kim, Yoonjae Choi, Kijun Han

An Energy-Efficient Data Dissemination using Cross Topology in Wireless Sensor Network 48 Hoseung Lee, Eunhwa Kim, Keuchul Cho, Namkoo Ha, Yoonjae Choi, Jaeho Jung, Kijun Han

Cost Estimation of Plastic Injection Products through Back-Propagation Network 54 H.S. Wang, Z.H. Che, Y.N. Wang

Dynamic Memory Allocation for CMAC using Binary Search Trees 61

Peter Scarfe, Euan Lindsay

Test Pattern Dependent Neural Network Systems for Guided Waves Damage Identification in Beams 67 C.K. Liew, M. Veidt

Data Analysis Techniques for Neural Networks-based Virtual Sensors 76

Thomas Lopez-Molina, Anna Perez-Mendez, Francklin Rivas-Echeverria

Electromagnetic Field Identification using Artificial Neural Networks 84 T.I. Maris, L. Ekonomou, G.P. Fotis, A. Nakulas, E. Zoulias

Classification Process Analysis of Bioinformatics Data with a Support Vector Fuzzy Inference System 90 Stergios Papadimitrioy, Konstantinos Terzidis

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8th WSEAS International Conference on FUZZY SYSTEMS (FS ‘07)

TABLE OF CONTENTS

Concept Structure Analysis Method based on Integration of FLMP and ISM with Application in Equality Axiom Concepts

99 Yuan-Horng Lin, Wen-Liang Hung, Sen-Chi Yu

The Feasibility Study of Applying Fuzzy Structural Modeling on Knowledge Structure Analysis 105 Yuan-Horng Lin, He-Kai Chen

Comparisons of Possibility- and Probability-based Classification: An Example of Depression Severity Clustering

111 Sen-Chi Yu, Yuan-Horng Lin

Neuro-Fuzzy Approach to Calibrate Function Points 116

Wei Xia, Luiz Fernando Capretz, Danny Ho

Website Structures Ranking: Applying Extended ELECTRE III Method Based on Fuzzy Notions 120 Hamed Qahri Saremi, Gholam Ali Montazer

An Evaluation Model for Determining Insurance Policy using AHP and Fuzzy Logic: Case Studies of Life and Annuity Insurances

126 Chin-Sheng Huang, Yu-Ju Lin, Che-Chern Lin

An Improved Algorithm for Online Identification of Evolving TS Fuzzy Models 132 Esmaeel Banysaeed, Mohammadreza Rafiei, Mohammad Haddad

Non-Linear System State Analysis via Takagi-Sugeno Fuzzy Modelling 139

Miroslav Pokorny, Pavel Fojtik

Fuzzy Approach to Ecological Data Analysis 144

Arkadiusz Salski

Newsvendor Pricing with Fuzzy Demand 150

H. Ziya Ulukan, Duygu Ekici

Intelligent Water Dispersal Controller using Mamdani Approach 154

Shuzlina Abdul Rahman, Izham Fariz Ahmad Jinan, Ku Shairah Jazahanim, Azlinah Mohamed

Reducing Flare Emissions from Chemical Plants and Refineries through the Application of Fuzzy Control System

160 A. Alizadeh-Attar, H.R. Ghoohestani, I. Nasr Isfahani

A New Fuzzy Logic Controller and its Performance 166

Shanshan Zhang, Guanrong Chen

Transitivity and Topological Entropy on Fuzzy Dynamical Systems through Fuzzy Observation 170 M.H. Anvari

Relational Fuzzy Approach for Mining User Profiles 175

G. Castellano, A.M. Fanelli, M.A. Torsello

An Intelligent System Integrated with Fuzzy Ontology for Product Recommendation and Retrieval 180 James N.K. Liu

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Ranking of Website Structures using Fuzzy TOPSIS Method with Type-2 Fuzzy Numbers 186 H. Qahri Saremi, Gh.A. Montazer, F. Haghighi Rad

RTFDF Description for ARMA Systems 192

J.C. Garcia Infante, J.J. Medel Juarez, P. Guevara Lopez

A Fuzzy Mixed-Integer Goal Programming Model for a Parallel Machine Scheduling Problem 196 R. Tavakkoli-Moghaddam, A.H. Gharehgozli, M. Rabbani, N. Zaerpour

Acceptance/Rejection of Incoming Orders by a Fuzzy Analytical Hierarchy Process in Make-to-Order Environments

202 A.H. Gharehgozli, R. Tavakkoli-Moghaddam, M. Rabbani, N. Zaerpour

Application of Fuzzy Lead Time to a Material Requirement Planning System 208 R. Tavakoli-Moghaddam, M. Bagherpour, A.A Noora, F. Sassani

Fuzzy Quality Systems 214

Edson Pacheco Paladini

Design and Synthesis of Temperature Controller using Fuzzy for Industrial Application 220 Md. Shabiul Islam, Mukter Zaman, M.S. Bhuyan, Masuri Othman

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8th WSEAS International Conference on EVOLUTIONARY COMPUTING (EC ‘07)

TABLE OF CONTENTS

Application of Luus-Jaakola Optimization Method to the Design of Optical Coatings 229 S.M. Al-Marzoug, R.J.W. Hodgson

Optimal Solution to Matrix Parenthesization Problem Employing Parallel Processing Approach 235 Muhammad Hafeez, Muhammad Younus, Abdur Rehman, Athar Mohsin

Nondominated Archiving Genetic Algorithm for Multi-objective Optimization of Time-Cost Trade-off 241 Ahmad Kasaeian, Omid Reza Shoghli, Abbas Afshar

A Detecting Peak's Number Technique for Multimodal Function Optimization 247 Qiang Hua, Bin Wu

Multi-Criteria Scheduling Optimization with Genetic Algorithms 252

Igor Bernik, Mojca Bernik

Algorithm of Active Rules Elimination for Application of Evolution Rules 258 Jorge A. Tejedor, Fernando Arroyo, Luis Fernandez, Abraham Gutierrez

Retrieving the Most Probable Solution in a Temporal Interval Algebra Network 267 Haiyi Zhang, Xinyu Xing, Andre Trudel

Modified Branch and Bound Algorithm 273

Azlinah Mohamed, Marina Yusoff, Sofianita Mutalib, Shuzlina Abdul Rahman

Developing a Supply-Quantity Allocation Model for Production Planning with Common Parts 279 Z.H. Che, Y.N. Wang, J.W. Chen

A Polling Scheme of TXOP using Knapsack Algorithm in Wireless LAN 284

Jinhyo Park, Keuchul Cho, Minho Choi, Byeongjik Lee, Byunghwa Lee, Kihyun Kim, Kijun Han

An Energy-Efficient MAC Protocol in Track-Based Wireless Sensor Networks 289 Icksoo Lee, Jinsuk Pak, Sooyeol Yang, Hoseung Lee, Keuchul Cho, Hyunsook Kim, Kijun Han

A Novel Cluster-header Selection Method in Wireless Sensor Networks 293 Sungwon Chung, Byunghwa Lee, Jilong Li, Icksoo Lee, Jinsuk Pak, Namkoo Ha, Kijun Han

Dynamic and Adjustable Particle Swarm Optimization 299

Chen-Yi Liao, Wei-Ping Lee, Xianghan Chen, Cheng-Wen Chiang

Adaptive Constriction Factor for Location-related Particle Swarm 305

Xiang-Han Chen, Wei-Ping Lee, Chen-Yi Liao, Jang-Ting Dai

Data Processing for Effective Modeling of Circuit Behavior 312

Azam Beg, P.W.C. Prasad

Extended Spiking Neural P Systems with Excitatory and Inhibitory Astrocytes 318 Aneta Binder, Rudolf Freund, Marion Oswald, Lorenz Vock

Master-Slave Distributed Architecture for Membrane Systems Implementation 324 Gines Bravo, Luis Fernandez, Fernando Arroyo, Jorge Tejedor

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Master-Slave Distributed Architecture for Membrane Systems Implementation 324 Gines Bravo, Luis Fernandez, Fernando Arroyo, Jorge Tejedor

Plastic Surgery and Genetic Re-Engineering in Evolutionary Design 331

M.A. Rosenman, N. Preema

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Authors Index

Abdul Rahman, S. 154, 273 Haghighi Rad, F. 186 Othman, M. 220

Afshar, A. 241 Han, K. 43, 285, 290 Pak, Jins. 290, 294

Ahmad Jinan, I. F. 154 294, 48 Paladini, E. P. 214

Alizadeh-Attar, A. 160 Ho, D. 116 Papadimitriou, S. 90

Almarzoug, S. 229 Hodgson, R. 229 Park, Jinh. 285

Anvari, M. H. 170 Hua, Q. 247 Perez-Mendez, A. 76

Arroyo, F. 325, 258 Huang, C.-S. 126 Pokorny, M. 139

Bagherpour, M. 208 Hung, C.-P. 25 Prasad, P. W. C. 313

Banysaeed, E. 132 Hung, W.-L. 99 Preema, N. 331

Beg, A. 313 Isfahani, I. N. 160 Qahri Saremi, H. Q. 186, 120

Bernik, I. 252 Islam, M. S. 220 Rabbani, M. 196, 202

Bernik, M. 252 Jazahanim, K. 154 Rafiei, M. 132

Bhuyan, M. S. 220 Jung, J. 48 Rehman, A. 235

Binder, A. 319 Kasaeian, A. 241 Rivas-Echeverria, F. 76

Bravo, G. 325 Kim, E. 43, 48 Rosenman, M. 331

Capretz, L. F. 116 Kim, H. 43, 290 Salski, A. 144

Castellano, G. 175 Kim, K. 285 Sassani, F. 208

Che, Z. H. 54, 279 Lee, Byeongj. 43, 285 Scarfe, P. 61

Chen, G. 166 Lee, Byungh. 285, 294 Shoghli, O. 241

Chen, H.-K. 105 Lee, H. 290, 48 Tavakkoli-Moghaddam, R. 196, 202, 208

Chen, J. W. 279 Lee, I. 290, 294 Tejedor, J. A. 325, 258,

Chen, X. 300, 306 Lee, W.-P. 300, 306 Terzidis, K. 90

Chiang, C.-W. 300 Li, J. 294 Tian, H. 247

Cho, K. 285, 290, 48 Liao, C.-Y. 300, 306 Torsello, M. A. 175

Choi, M. 285 Liew, C. K. 67 Trudel, A. 267

Choi, Y. 43, 48 Lin, C.-C. 13, 19 Ulukan, H. Z. 150

Chung, S. 294 126, 31 Veidt, M. 67

Dai, J.-T. 306 Lin, Y.-H. 111, 99, 105 Vock, L. 319

Ekici, D. 150 Lin, Y.-J. 126 Wang, H. S. 54

Ekonomou, L. 84 Lindsay, E. 61 Wang, Y. N. 54, 279

Fanelli, A. M. 175 Lisboa, P. 1, 7 Wu, B. 247

Fernandez, L. 325, 258 Liu, J. N. K. 180 Xia, W. 116

Fojtik, P. 139 Lopez, P. G. 192 Xing, X. 267

Fotis, G. P. 84 Lopez-Molina, T. 76 Yang, S. 290

Freund, R. 319 Luiz Silva, E. 1, 7 Yang, S.-L. 25

Garcia Infante, J. C. 192 Maris, T. I. 84 Younus, M. 235

Gharehgozli, A. H. 196, 202 Medel Juarez, J. J. 192 Yu, S.-C. 111, 99

Ghoohestani, H. R. 160 Mohamed, A. 37, 154, 273 Yun, J. 43

Gonzalez Carmona, A. 1, 7 Mohsin, A. 235 Yusoff, M. 273

Gutierrez, A. 258 Montazer, G. A. 186, 120 Zaerpour, N. 196, 202

Ha, N. 43, 294, 48 Mutalib, S. 37, 273 Zaman, M. 220

Habibah Arshad, N. 37 Nakulas, A. 84 Zhang, H. 267

Haddad, M. 132 Noora, A. A. 208 Zhang, S. 166

Hafeez, M. 235 Oswald, M. 319 Zoulias, E. 84

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