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<ul><li><p>Studies in Computational Intelligence 465</p><p>Editor-in-ChiefProf. Janusz KacprzykSystems Research InstitutePolish Academy of Sciencesul. Newelska 601-447 WarsawPolandE-mail: kacprzyk@ibspan.waw.pl</p><p>For further volumes:http://www.springer.com/series/7092</p></li><li><p>Kurosh Madani, Antnio Dourado,Agostinho Rosa, and Joaquim Filipe (Eds.)</p><p>Computational IntelligenceRevised and Selected Papers of theInternational Joint Conference, IJCCI 2011,Paris, France, October 2426, 2011</p><p>ABC</p></li><li><p>EditorsProf. Kurosh MadaniImages, Signals and Intelligence SystemsLaboratoryUniversity PARIS-EST Creteil (UPEC)Paris 12France</p><p>Prof. Antnio DouradoDepartamento de Engenharia InformaticaPolo II - Pinhal de MarrocosUniversity of CoimbraCoimbraPortugal</p><p>Prof. Agostinho RosaInstituto Superior Tecnico ISTSystems and Robotics InstituteEvolutionary Systems and BiomedicalEngineering LabLisboaPortugal</p><p>Prof. Joaquim FilipePolytechnic Institute of Setbal / INSTICCSetubalPortugal</p><p>ISSN 1860-949X e-ISSN 1860-9503ISBN 978-3-642-35637-7 e-ISBN 978-3-642-35638-4DOI 10.1007/978-3-642-35638-4Springer Heidelberg New York Dordrecht London</p><p>Library of Congress Control Number: 2012954154</p><p>c Springer-Verlag Berlin Heidelberg 2013This work is subject to copyright. All rights are reserved by the Publisher, whether the whole or part of thematerial is concerned, specifically the rights of translation, reprinting, reuse of illustrations, recitation, broad-casting, reproduction on microfilms or in any other physical way, and transmission or information storageand retrieval, electronic adaptation, computer software, or by similar or dissimilar methodology now knownor hereafter developed. Exempted from this legal reservation are brief excerpts in connection with reviewsor scholarly analysis or material supplied specifically for the purpose of being entered and executed on acomputer system, for exclusive use by the purchaser of the work. Duplication of this publication or partsthereof is permitted only under the provisions of the Copyright Law of the Publishers location, in its cur-rent version, and permission for use must always be obtained from Springer. Permissions for use may beobtained through RightsLink at the Copyright Clearance Center. Violations are liable to prosecution underthe respective Copyright Law.The use of general descriptive names, registered names, trademarks, service marks, etc. in this publicationdoes not imply, even in the absence of a specific statement, that such names are exempt from the relevantprotective laws and regulations and therefore free for general use.While the advice and information in this book are believed to be true and accurate at the date of publication,neither the authors nor the editors nor the publisher can accept any legal responsibility for any errors oromissions that may be made. The publisher makes no warranty, express or implied, with respect to the materialcontained herein.</p><p>Printed on acid-free paper</p><p>Springer is part of Springer Science+Business Media (www.springer.com)</p></li><li><p>Preface</p><p>Theoretical, applicative and technological challenges, emanating from nowadaysindustrial, socioeconomic or environment needs, open every day new dilemmas tosolved and new challenges to defeat. Computational Intelligence (Neural Computation,Fuzzy Computation and Evolutionary Computation) and related topics have shown theirastounding potential in overcoming the above-mentioned needs. It is a fact and at thesame time a great pleasure to notice that the ever-increasing interest of both confirmedand young researchers on this relatively juvenile science, upholds a reach multidisci-plinary synergy between a large variety of scientific communities making conceivablea forthcoming emergence of viable solutions to these real-world complex challenges.</p><p>Since its first edition in 2009, the purpose of International Joint Conference on Com-putational Intelligence (IJCCI) is to bring together researchers, engineers and practi-tioners in computational technologies, especially those related to the areas of fuzzycomputation, evolutionary computation and neural computation. IJCCI is composedof three co-located conferences, each one specialized in one of the aforementioned -knowledge areas. Namely:</p><p> International Conference on Evolutionary Computation Theory and Applications(ECTA)</p><p> International Conference on Fuzzy Computation Theory and Applications (FCTA) International Conference on Neural Computation Theory and Applications (NCTA)</p><p>Their aim is to provide major forums for scientists, engineers and practitioners inter-ested in the study, analysis, design and application of these techniques to all fields ofhuman activity.</p><p>In ECTA modeling and implementation of bioinspired systems namely on the evo-lutionary premises, both theoretically and in a broad range of application fields, is thecentral scope. Considered a subfield of computational intelligence focused on combina-torial optimization problems, evolutionary computation is associated with systems thatuse computational models of evolutionary processes as the key elements in design andimplementation, i.e. computational techniques which are inspired by the evolution ofbiological life in the natural world. A number of evolutionary computational modelshave been proposed, including evolutionary algorithms, genetic algorithms, evolutionstrategies, evolutionary programming, swarm optimization and artificial life.</p></li><li><p>VI Preface</p><p>In FCTA, modeling and implementation of fuzzy systems, in a broad range of fieldsis the main concern. Fuzzy computation is a field that encompasses the theory and ap-plication of fuzzy sets and fuzzy logic to the solution of information processing, systemanalysis and decision problems. Bolstered by information technology developments,the extraordinary growth of fuzzy computation in recent years has led to major ap-plications in fields ranging from medical diagnosis and automated learning to imageunderstanding and systems control.</p><p>NCTA is focused on modeling and implementation of artificial neural networks com-puting architectures. Neural computation and artificial neural networks have seen anexplosion of interest over the last few years, and are being successfully applied acrossan extraordinary range of problem domains, in areas as diverse as finance, medicine,engineering, geology and physics, in problems of prediction, classification decision orcontrol. Several architectures, learning strategies and algorithms have been introducedin this highly dynamic field in the last couple of decades.</p><p>The present book includes extended and revised versions of a set of selected papersfrom the Third International Joint Conference on Computational Intelligence (IJCCI2011), held in Paris, France, from 24 to 26 October, 2011.</p><p>IJCCI 2011 received 283 paper submissions from 59 countries in all continents. Toevaluate each submission, a double blind paper review was performed by the ProgramCommittee. After a stringent selection process, 35 papers were accepted to be publishedand presented as full papers, i.e. completed work, 61 papers reflecting work-in-progressor position papers were accepted for short presentation, and another 57 contributionswere accepted for poster presentation. These numbers, leading to a full-paper accep-tance of about 12% and a total oral paper presentations acceptance ratio close to 34%,show the high quality forum for the present and next editions of this conference. Thisbook includes revised and extended versions of a strict selection of the best papers pre-sented at the conference.</p><p>Furthermore, IJCCI 2011 included six plenary keynote lectures given by QiangfuZhao, Witold Pedrycz, Didier Dubois, Marco A. Montes de Oca, Plamen Angelov andMichel Verleysen. We would like to express our appreciation to all of them and inparticular to those who took the time to contribute with a paper to this book.</p><p>On behalf of the Conference Organizing Committee, we would like to thank all par-ticipants. First of all to the authors, whose quality work is the essence of the conference,and to the members of the Program Committee, who helped us with their expertise anddiligence in reviewing the papers. As we all know, producing a post-conference book,within the high technical level exigency, requires the effort of many individuals. Wewish to thank also all the members of our Organizing Committee, whose work andcommitment were invaluable.</p><p>September 2012 Kurosh MadaniAntnio Dourado</p><p>Agostinho RosaJoaquim Filipe</p></li><li><p>Organization</p><p>Conference Co-chairsJoaquim Filipe Polytechnic Institute of Setbal / INSTICC,</p><p>PortugalJanusz Kacprzyk Systems Research Institute - Polish Academy</p><p>of Sciences, Poland</p><p>Program Co-chairs</p><p>ECTA</p><p>Agostinho Rosa IST, Technical University of Lisbon, Portugal</p><p>FCTA</p><p>Antnio Dourado University of Coimbra, Portugal</p><p>NCTA</p><p>Kurosh Madani University of Paris-EST Crteil (UPEC), France</p><p>Organizing Committee</p><p>Srgio Brissos, INSTICC, PortugalHelder Coelhas, INSTICC, PortugalVera Coelho, INSTICC, PortugalAndreia Costa, INSTICC, PortugalPatrcia Duarte, INSTICC, PortugalBruno Encarnao, INSTICC, PortugalLiliana Medina, INSTICC, Portugal</p><p>Carla Mota, INSTICC, PortugalRaquel Pedrosa, INSTICC, PortugalVitor Pedrosa, INSTICC, PortugalDaniel Pereira, INSTICC, PortugalCludia Pinto, INSTICC, PortugalJos Varela, INSTICC, PortugalPedro Varela, INSTICC, Portugal</p></li><li><p>VIII Organization</p><p>ECTA Program Committee</p><p>Chang Wook Ahn, Korea, Republic ofChristos Ampatzis, BelgiumThomas Baeck, The NetherlandsPedro Ballester, UKMichal Bidlo, Czech RepublicTim Blackwell, UKMaria J. Blesa, SpainChristian Blum, SpainStefan Boettcher, USAIndranil Bose, Hong KongJ. Arturo Perez C., MexicoDavid Cairns, UKChi Kin Chow, Hong KongAntonio Della Cioppa, ItalyNarely Cruz-Cortes, MexicoLiliana Dobrica, RomaniaPeter Duerr, SwitzerlandBruce Edmonds, UKFabio Fassetti, ItalyCarlos Fernandes, SpainStefka Fidanova, BulgariaDalila Fontes, PortugalGirolamo Fornarelli, ItalyXavier Gandibleux, FranceOzlem Garibay, USACarlos Gershenson, MexicoRosario Girardi, BrazilGarrison Greenwood, USAJrg Hhner, GermanyJ. Ignacio Hidalgo, SpainJinglu Hu, JapanWilliam N.N. Hung, USASeiya Imoto, JapanChristian Jacob, CanadaColin Johnson, UKMarta Kasprzak, PolandEd Keedwell, UKAbdullah Konak, USAMario Kppen, JapanOndrej Krejcar, Czech Republic</p><p>Jiri Kubalik, Czech RepublicAntonio J. Fernndez Leiva, SpainWenjian Luo, ChinaPenousal Machado, PortugalBob McKay, Korea, Republic ofBarry McMullin, IrelandJrn Mehnen, UKAmbra Molesini, ItalySanaz Mostaghim, GermanyLuiza de Macedo Mourelle, BrazilSchtze Oliver, MexicoPietro S. Oliveto, UKEnder zcan, UKGrammatoula Papaioannou, UKGary Parker, USAPetrica Pop, RomaniaAurora Pozo, BrazilJoaquim Reis, PortugalMateen Rizki, USAKatya Rodriguez, MexicoGuenter Rudolph, GermanyMiguel A. Sanz-Bobi, SpainLuk Sekanina, Czech RepublicFranciszek Seredynski, PolandAlice Smith, USAGiandomenico Spezzano, ItalyGiovanni Stracquadanio, USAEmilia Tantar, LuxembourgJonathan Thompson, UKVito Trianni, ItalyKrzysztof Trojanowski, PolandAthanasios Tsakonas, UKElio Tuci, UKMassimiliano Vasile, UKNeal Wagner, USAJingxuan Wei, New ZealandBart Wyns, BelgiumXin-She Yang, UKGary Yen, USAShiu Yin Yuen, China</p></li><li><p>Organization IX</p><p>ECTA Auxiliary Reviewers</p><p>Alexandru-Adrian Tantar, Luxembourg Argyrios Zolotas, UK</p><p>FCTA Program Committee</p><p>Shigeo Abe, JapanSansanee Auephanwiriyakul, ThailandUlrich Bodenhofer, AustriaJinhai Cai, AustraliaDaniel Antonio Callegari, BrazilHeloisa Camargo, BrazilGiovanna Castellano, ItalyGregory Chavez, USAFrance Cheong, AustraliaBijan Davvaz, Iran, Islamic Republic ofKudret Demirli, CanadaIoan Despi, AustraliaScott Dick, CanadaJzsef Dombi, HungaryGirolamo Fornarelli, ItalyYoshikazu Fukuyama, JapanJonathan Garibaldi, UKAlexander Gegov, UKBrunella Gerla, ItalyChang-Wook Han, Korea, Republic ofLars Hildebrand, GermanyChih-Cheng Hung, USAUzay Kaymak, The NetherlandsLszl T. Kczy, HungaryDonald H. Kraft, USA</p><p>Anne Laurent, FranceKang Li, UKTsung-Chih Lin, TaiwanAhmad Lotfi, UKFrancesco Marcelloni, ItalyLudmil Mikhailov, UKHiroshi Nakajima, JapanYusuke Nojima, JapanRal Prez, SpainSanja Petrovic, UKDavid Picado, SpainValentina Plekhanova, UKAntonello Rizzi, ItalyAlessandra Russo, UKLuciano Sanchez, SpainSteven Schockaert, BelgiumUmberto Straccia, ItalyDat Tran, AustraliaChristian Wagner, UKThomas Whalen, USADongrui Wu, USAChung-Hsing Yeh, AustraliaJianqiang Yi, ChinaHans-Jrgen Zimmermann, Germany</p><p>NCTA Program Committee</p><p>Shigeo Abe, JapanVeronique Amarger, FranceVijayan Asari, USAArash Bahrammirzaee, Iran, Islamic</p><p>Republic ofAmmar Belatreche, UKGilles Bernard, FranceDaniel Berrar, JapanYevgeniy Bodyanskiy, UkraineSamia Bouchafa, FranceIvo Bukovsky, Czech Republic</p><p>Mara Jos Castro-Bleda, SpainJoo Catalo, PortugalAbdennasser Chebira, FranceNing Chen, PortugalAmine Chohra, FranceSeungjin Choi, Korea, Republic ofCatalina Cocianu, RomaniaMadjid Fathi, GermanyGirolamo Fornarelli, ItalyJosep Freixas, SpainMarcos Gestal, Spain</p></li><li><p>X Organization</p><p>Vladimir Golovko, BelarusMichle Gouiffs, FranceDongfeng Han, USATom Heskes, The NetherlandsRobert Hiromoto, USAGareth Howells, UKMagnus Johnsson, SwedenJuha Karhunen, FinlandChristel Kemke, CanadaDalia Kriksciuniene, LithuaniaAdam Krzyzak, CanadaEdmund Lai, New ZealandH.K. Lam, UKNoel Lopes, PortugalJinhu Lu, ChinaJinwen Ma, ChinaHichem Maaref, FranceKurosh Madani, FranceJean-Jacques Mariage, FranceMitsuharu Matsumoto, JapanAli Minai, USAAdnan Abou Nabout, GermanyMourad Oussalah, UKEliano Pessa, ItalyDominik Maximilin Ramk, France</p><p>Neil Rowe, USAChristophe Sabourin, FranceGiovanni Saggio, ItalyAbdel-badeeh Mohamed Salem, EgyptGerald Schaefer, UKAlon Schclar, IsraelChristoph Schommer, LuxembourgMoustapha Sne, SenegalCatherine Stringfellow, USAShiliang Sun, ChinaJohan Suykens, BelgiumNorikazu Takahashi, JapanOscar Mauricio Reyes Torres, GermanyCarlos M. Travieso, SpainAndrei Utkin, PortugalMichel Verleysen, BelgiumBrijesh Verma, AustraliaEva Volna, Czech RepublicShuai Wan, ChinaShandong Wu, USAYingjie Yang, UKWeiwei Yu, ChinaCleber Zanchettin, BrazilHuiyu Zhou, UK</p><p>NCTA Auxiliary Reviewers</p><p>Kye-Hyeon Kim, Korea, Republic ofYunjun Nam, Korea, Republic of</p><p>Jiho Yoo, Korea, Republic ofJeong-Min Yun, Korea, Republic of</p><p>Invited Speakers</p><p>Qiangfu Zhao University of Aizu, JapanWitold Pedrycz University of Alberta, Canada / Polish Academy</p><p>of Sciences, PolandDidier Dubois Institut de Recherche en Informatique de Toulouse,</p><p>FranceMarco A. Montes de Oca University of Delaware, USAPlamen Angelov Lancaster University, UKMichel Verleysen Universit Catholique de Louvain, Belgium</p></li><li><p>Contents</p><p>Invited PapersComputational Awareness: Another Way towards Intelligence . . . . . . . . . . . . 3Qiangfu ZhaoConcepts and Design of Granular Models: Emerging Constructsof Computational Intelligence . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 15Witold Pedrycz</p><p>Incremental Social Learning in Swarm Intelligence Algorithms forContinuous Optimization . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 31Marco A. Montes de Oca</p><p>Part I: Evolutionary Computation Theory an...</p></li></ul>