Forging New Frontiers: Fuzzy Pioneers I Studiesin Fuzziness andSoft Computing,Volume217 Editor-in-chief Prof.JanuszKacprzyk SystemsResearchInstitute PolishAcademyofSciences ul.Newelska6 01-447Warsaw Poland E-mail:[email protected] Furthervolumesofthisseriescanbe AspectsofAutomaticTextAnalysis,2007 foundonourhomepage:springer.com ISBN978-3-540-37520-3 Vol.202.PatrickDoherty,Witold Vol.210.MikeNachtegael,Dietrich Šukaszewicz,AndrzejSkowron, VanderWeken,EtienneE.Kerre, AndrzejSzalas WilfriedPhilips(Eds.) KnowledgeRepresentationTechniques:A SoftComputinginImageProcessing,2007 RoughSetApproach,2006 ISBN978-3-540-38232-4 ISBN 978-3-540-33518-4 Vol.211.AlexanderGegov Vol.203.GloriaBordogna,GiuseppePsaila ComplexityManagementinFuzzy (Eds.) Systems, 2007 FlexibleDatabasesSupportingImprecision ISBN978-3-540-38883-8 andUncertainty,2006 Vol.212.ElisabethRakus-Andersson ISBN978-3-540-33288-6 FuzzyandRoughTechniquesinMedical Vol.204.ZongminMa(Ed.) DiagnosisandMedication,2007 SoftComputinginOntologiesandSemantic ISBN978-3-540-49707-3 Web,2006 Vol.213.PeterLucas,JoséA.Gámez, ISBN978-3-540-33472-9Vol.205.Mika AntonioSalmerón(Eds.) Sato-Ilic,LakhmiC.Jain AdvancesinProbabilisticGraphical InnovationsinFuzzyClustering,2006 Models,2007 ISBN978-3-540-34356-1 ISBN978-3-540-68994-2 Vol.214.IrinaGeorgescu Vol.206.A.Sengupta(Ed.) FuzzyChoiceFunctions,2007 Chaos,Nonlinearity,Complexity,2006 ISBN978-3-540-68997-3 ISBN978-3-540-31756-2 Vol.215.PaulP.Wang,DaRuan, Vol.207.IsabelleGuyon,SteveGunn, EtienneE.Kerre(Eds.) MasoudNikravesh,Lot A.Zadeh(Eds.) FuzzyLogic,2007 FeatureExtraction,2006 ISBN978-3-540-71257-2 ISBN978-3-540-35487-1 Vol.216.RudolfSeising Vol.208.OscarCastillo,PatriciaMelin, TheFuzzi cationofSystems,2007 JanuszKacprzyk,WitoldPedrycz(Eds.) ISBN978-3-540-71794-2 HybridIntelligentSystems,2007 Vol.217.MasoudNikravesh,Janusz ISBN978-3-540-37419-0 Kacprzyk,LoftiA.Zadeh(Eds.) ForgingNewFrontiers:Fuzzy Vol.209.AlexanderMehler, PioneersI,2007 ReinhardKöhler ISBN978-3-540-73181-8 · · Masoud Nikravesh Janusz Kacprzyk Lofti A. Zadeh Editors Forging New Frontiers: Fuzzy Pioneers I With200Figuresand52Tables MasoudNikravesh JanuszKacprzyk UniversityofCaliforniaBerkeley PANWarszawa DepartmentofElectricalEngineering SystemsResearchInstitute andComputerScience-EECS Newelska6 Berkeley 94720 01-447Warszawa USA Poland [email protected] [email protected] LoftiA.Zadeh UniversityofCaliforniaBerkeley DepartmentofElectricalEngineering andComputerScience(EECS) SodaHall729 Berkeley 94720-1776 USA [email protected] LibraryofCongressControlNumber:2007930457 ISSNprintedition:1434-9922 ISSNelectronicedition:1860-0808 ISBN 978-3-540-73181-8 SpringerBerlinHeidelbergNewYork Thisworkissubjecttocopyright.Allrightsarereserved,whetherthewholeorpartofthematerialis concerned,speci callytherightsoftranslation,reprinting,reuseofillustrations,recitation,broadcasting, reproductiononmicro lmorinanyotherway,andstorageindatabanks.Duplicationofthispublication orpartsthereofispermittedonlyundertheprovisionsoftheGermanCopyrightLawofSeptember9, 1965,initscurrentversion,andpermissionforusemustalwaysbeobtainedfromSpringer.Violations areliableforprosecutionundertheGermanCopyrightLaw. SpringerisapartofSpringerScience+BusinessMedia springer.com (cid:2)c Springer-VerlagBerlinHeidelberg2007 Theuseofgeneral descriptive names,registered names,trademarks, etc. inthis publication does not imply,evenintheabsenceofaspeci cstatement,thatsuchnamesareexemptfromtherelevantprotective lawsandregulationsandthereforefreeforgeneraluse. Typesetting:IntegraSoftwareServicesPvt.Ltd.,India Coverdesign:WMXDesign,Heidelberg Printedonacid-freepaper SPIN:11865285 89/3180/Integra 5 4 3 2 1 0 To FuzzyCommunity Preface The 2005 BISC International Special Event-BISCSE’05 “FORGING THE FRONTIERS”washeldintheUniversityofCalifornia,Berkeley,“WHEREFUZZY LOGICBEGAN,fromNovember3–6,2005.Thesuccessfulapplicationsoffuzzy logicandit’srapidgrowthsuggestthattheimpactoffuzzylogicwillbefeltincreas- ingly in coming years. Fuzzy logic is likely to play an especially important role in science and engineering, but eventually its influence may extend much farther. In many ways, fuzzy logic represents a significant paradigm shift in the aims of computing-ashiftwhichreflectsthefactthatthehumanmind,unlikepresentday computers,possessesaremarkableabilitytostoreandprocessinformationwhichis pervasivelyimprecise,uncertainandlackingincategoricity. TheBISCPrograminvitedpioneers,themostprominentcontributors,researchers, and executives from around the world who are interested in forging the frontiers by the use of fuzzy logic and soft computing methods to create the information backboneforglobalenterprises.Thisspecialeventprovidedauniqueandexcellent opportunityfortheacademic,industryleadersandcorporatecommunitiestoaddress newchallenges,sharesolutions,anddiscussresearchdirectionsforthefuturewith enormouspotentialforthefutureoftheGlobalEconomy. During this event, over 300 hundredresearchersand executiveswere attended. Theywerepresentedtheirmostrecentworks,theiroriginalcontribution,andhistor- icaltrendsof thefield. Inaddition,fourhighlevelpanelsorganizedtodiscussthe issuesrelatedtothefield,trends,past,presentandfutureofthefield. Panel one was organized and moderated by Janusz Kacprzyk and Vesa A. Niskanen,“SOFTCOMPUTING:PAST,PRESENT,FUTURE(GLOBALISSUE)”. The Panelists were Janusz Kacprzyk, Vesa A. Niskanen, Didier Dubois, Masoud Nikravesh, Hannu Nurmi, Rudi Seising, Richard Tong, Enric Trillas, and Junzo Watada. The panel discussed general issues such as role of SC in social and be- havioralsciences,medicin,economicsandphilosophy(esp.philosophyofscience, methodology,andethics).Panelalsoconsideredaspectsofdecisionmaking,democ- racyandvotingaswellasmanufacturing,industrialandbusinessaspects. Second Panel was organized and moderated by Elie Sanchez and Masoud Nikravesh, “FLINT AND SEMANTIC WEB”. The Panelists were C. Carlsson, N. Kasabov, T. Martin, M. Nikravesh, E. Sanchez, A. Sheth, R. R. Yager and L.A. Zadeh. The Organizers think that, it is exciting time in the fields of Fuzzy LogicandInternet(FLINT)andtheSemanticWeb.Thepaneldiscussionaddedto VII VIII Preface theexcitement,asitdidfocusonthegrowingconnectionsbetweenthesetwofields. Mostoftoday’sWebcontentissuitableforhumanconsumption.TheSemanticWeb ispresentedasanextensionofthecurrentwebinwhichinformationisgivenwell- definedmeaning,betterenablingcomputersandpeopletoworkincooperation.But while the vision of the Semantic Web and associated research attracts attention, as long as bivalent-based logical methods will be used, little progress can be ex- pectedinhandlingill-structured,uncertainorimpreciseinformationencounteredin realworldknowledge.Duringrecentyears,importantinitiativeshaveledtoreports of connections between Fuzzy Logic and the Internet (FLINT). FLINT meetings (“FuzzyLogicandtheInternet”)havebeenorganizedbyBISC(“BerkeleyInitiative inSoftComputing”).Meanwhile,scatteredpaperswerepublishedonFuzzyLogic and the Semantic Web. Special sessions and workshops were organized, showing the positive role Fuzzy Logic could play in the development of the Internet and SemanticWeb,fillingagapandfacinganewchallenge.FuzzyLogicfieldhasbeen maturing for forty years. These years have witnessed a tremendousgrowth in the numberandvarietyofapplications,withareal-worldimpactacrossawidevariety of domains with humanlike behavior and reasoning. And we believe that in the comingyears,theFLINTandSemanticWebwillbemajorfieldsofapplicationsof FuzzyLogic.Thispanelsessiondiscussedconcepts,models,techniquesandexam- plesexhibitingtheusefulness,andthenecessity,ofusingFuzzyLogicandInternet and Semantic Web. In fact, the question is not really a matter of necessity, but to recognizewhere,andhow,itisnecessary. Third Panel was organized and moderated by Patrick Bosc and Masoud Nikravesh. The Panelist were P. Bosc, R. de Caluwe, D. Kraft, M. Nikravesh, F. Petry, G. de Tré, Raghu Krishnapuram, and Gabriella Pasi, FUZZY SETS IN INFORMATION SYSTEMS. Fuzzy sets approaches have been applied in the databaseandinformationretrievalareasformorethanthirtyyears.Acertaindegree ofmaturityhasbeenreachedin termsofuseoffuzzysetstechniquesinrelational databases,object-orienteddatabases,informationretrievalsystems, geographicin- formation systems and the systems dealing with the huge quantity of information available through the Web. Panel discussed issues related to research works in- cludingdatabasedesign,flexiblequerying,imprecisedatabasemanagement,digital librariesorwebretrievalhavebeenundertakenandtheirmajoroutputswillbeem- phasized.Ontheotherhand,aspectsthatseemtobepromisingforfurtherresearch hasbeenidentified. The forth panel was organized and moderated by L. A. Zadeh and Masoud Nikravesh, A GLIMPSE INTO THE FUTURE. Panelists were Janusz Kacprzyk, K. Hirota, Masoud Nikravesh, Henri Prade, Enric Trillas, Burhan Turksen, and Lotfi A. Zadeh. Predicting the future of fuzzy logic is difficult if fuzzy logic is interpretedin its wide sense, thatis, a theoryin which everythingis or is allowed to be a matter of degree. But what is certain is that as we move further into the ageofmachineintelligenceandmechanizeddecision-making,boththeoreticaland appliedaspectsoffuzzylogicwillgaininvisibilityandimportance.Whatwillstand outistheuniquecapabilityoffuzzylogictoserveasabasisforreasoningandcom- putation with information described in natural language. No other theory has this capability. Preface IX Thechaptersofthebookare evolvedfrompresentationsmadebyselected par- ticipantatthemeetingandorganizedintwobooks.Thepapersincludereportfrom thedifferentfrontofsoftcomputinginvariousindustriesandaddresstheproblems ofdifferentfieldsofresearchinfuzzylogic,fuzzysetandsoftcomputing.Thebook providesacollectionoffortytwo(42)articlesintwovolumes. Wewouldliketotakethisopportunitytothanksallthecontributorsandreviewers ofthearticles.Wealsowishtoacknowledgeourcolleagueswhohavecontributedto theareadirectlyandindirectlytothecontentofthisbook.Finally,wegratefullyac- knowledgeBT,OMRON,Chevron,ONR,andEECSDepartment,CITRISprogram, BISCassociatemembers,forthefinancialandtechnicalsupportandspecially,Prof. ShankarSastry—CITRISDirectorandformerEECSChair,forhisspecialsupport forthisevent,whichmadethemeetingandpublicationandpreparationofthebook possible. November29,2006 MasoudNikravesh,LotfiA.Zadeh, Berkeley,California andJanuszKacprzyk USA BerkeleyInitiativeinSoftComputing(BISC) UniversityofCalifornia,Berkeley Contents WebIntelligence,WorldKnowledgeandFuzzyLogic LotfiA.Zadeh................................................... 1 TowardsHumanConsistentLinguisticSummarizationofTimeSeries viaComputingwithWordsandPerceptions JanuszKacprzyk,AnnaWilbikandSławomirZadroz˙ny.................. 17 EvolutionofFuzzyLogic:FromIntelligentSystemsandComputation toHumanMind MasoudNikravesh ............................................... 37 PioneersofVagueness,Haziness,andFuzzinessinthe20thCentury1 RudolfSeising .................................................. 55 SelectedResultsoftheGlobalSurveyonResearch,Instructionand DevelopmentWorkwithFuzzySystems VesaA.Niskanen ................................................ 83 FuzzyModelsandInterpolation LászlóT.Kóczy,JánosBotzheimandTamásD.Gedeon ................. 111 ComputingwithAntonyms E.Trillas,C.Moraga,S.Guadarrama,S.Cubillo,E.Castiñeira............ 133 MorphicComputing:ConceptandFoundation GermanoResconiandMasoudNikravesh ............................. 155 A Nonlinear Functional Analytic Framework for Modeling and ProcessingFuzzySets RuiJ.P.deFigueiredo ............................................ 171 Concept-BasedSearchandQuestionnaireSystems MasoudNikravesh ............................................... 193 TowardsPerceptionBasedTimeSeriesDataMining IldarZ.BatyrshinandLeonidSheremetov ............................ 217 XII Contents VeristicVariablesandApproximateReasoningforIntelligentSemantic WebSystems RonaldR.Yager ................................................. 231 UncertaintyinComputationalPerceptionandCognition AshuM.G.SoloandMadanM.Gupta ............................... 251 ComputationalIntelligenceforGeosciencesandOilExploration MasoudNikravesh ............................................... 267 HierarchicalFuzzyClassificationofRemoteSensingData YanWang,MoJamshidi,PaulNeville,ChandraBalesandStanMorain ..... 333 Real World Applications of a Fuzzy Decision Model Based on RelationshipsbetweenGoals(DMRG) RudolfFelix .................................................... 351 ApplyingFuzzyDecisionandFuzzySimilarityinAgriculturalSciences MariusCalinandConstantinLeonte ................................. 369 SoftComputingintheChemicalIndustry:CurrentStateoftheArtand FutureTrends ArthurKordon................................................... 397 IdentifyingAggregationWeightsofDecisionCriteria:Applicationof FuzzySystemstoWoodProductManufacturing OzgeUncu,EmanElghoneimy,WilliamA.Gruver,DilipBKotak andMartinFleetwood............................................ 415 Onthe Emergence ofFuzzyLogicsfromElementaryPercepts:the ChecklistParadigmandtheTheoryofPerceptions LadislavJ.KohoutandEunjinKim .................................. 437