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Guilherme A. Barreto Ricardo Coelho (Eds.) Communications in Computer and Information Science 831 Fuzzy Information Processing 37th Conference of the North American Fuzzy Information Processing Society, NAFIPS 2018 Fortaleza, Brazil, July 4–6, 2018 Proceedings 123 Communications in Computer and Information Science 831 Commenced Publication in 2007 Founding and Former Series Editors: Alfredo Cuzzocrea, Xiaoyong Du, Orhun Kara, Ting Liu, Dominik Ślęzak, and Xiaokang Yang Editorial Board Simone Diniz Junqueira Barbosa Pontifical Catholic University of Rio de Janeiro (PUC-Rio), Rio de Janeiro, Brazil Phoebe Chen La Trobe University, Melbourne, Australia Joaquim Filipe Polytechnic Institute of Setúbal, Setúbal, Portugal Igor Kotenko St. Petersburg Institute for Informatics and Automation of the Russian Academy of Sciences, St. Petersburg, Russia Krishna M. Sivalingam Indian Institute of Technology Madras, Chennai, India Takashi Washio Osaka University, Osaka, Japan Junsong Yuan University at Buffalo, The State University of New York, Buffalo, USA Lizhu Zhou Tsinghua University, Beijing, China More information about this series at http://www.springer.com/series/7899 Guilherme A. Barreto Ricardo Coelho (Eds.) (cid:129) Fuzzy Information Processing 37th Conference of the North American Fuzzy Information Processing Society, NAFIPS 2018 – Fortaleza, Brazil, July 4 6, 2018 Proceedings 123 Editors Guilherme A.Barreto Ricardo Coelho Department ofTeleinformatics Engineering Department ofStatistics &Applied Federal University of Ceará Mathematics Fortaleza, Ceará Federal University of Ceará Brazil Fortaleza, Ceará Brazil ISSN 1865-0929 ISSN 1865-0937 (electronic) Communications in Computer andInformation Science ISBN 978-3-319-95311-3 ISBN978-3-319-95312-0 (eBook) https://doi.org/10.1007/978-3-319-95312-0 LibraryofCongressControlNumber:2018947460 ©SpringerInternationalPublishingAG,partofSpringerNature2018 Thisworkissubjecttocopyright.AllrightsarereservedbythePublisher,whetherthewholeorpartofthe material is concerned, specifically the rights of translation, reprinting, reuse of illustrations, recitation, broadcasting, reproduction on microfilms or in any other physical way, and transmission or information storageandretrieval,electronicadaptation,computersoftware,orbysimilarordissimilarmethodologynow knownorhereafterdeveloped. Theuseofgeneraldescriptivenames,registerednames,trademarks,servicemarks,etc.inthispublication doesnotimply,evenintheabsenceofaspecificstatement,thatsuchnamesareexemptfromtherelevant protectivelawsandregulationsandthereforefreeforgeneraluse. Thepublisher,theauthorsandtheeditorsaresafetoassumethattheadviceandinformationinthisbookare believedtobetrueandaccurateatthedateofpublication.Neitherthepublishernortheauthorsortheeditors give a warranty, express or implied, with respect to the material contained herein or for any errors or omissionsthatmayhavebeenmade.Thepublisherremainsneutralwithregardtojurisdictionalclaimsin publishedmapsandinstitutionalaffiliations. Printedonacid-freepaper ThisSpringerimprintispublishedbytheregisteredcompanySpringerInternationalPublishingAG partofSpringerNature Theregisteredcompanyaddressis:Gewerbestrasse11,6330Cham,Switzerland Preface In1965,LoftiAskerZadehpublishedtheseminalpaper“FuzzySets”(Informationand Control, 8, 338–353), which describe the first ideas about a formal mathematical modelling intended to bridge the gap between classic binary modelling and the sub- jective way that humans relate to day-to-day situations. Despite these ideas being ambitious,thispreliminaryworkinspiredmanyresearchersaroundtheworldandtoday hisideasarefoundinalmostallbranchesofscience.AccordingtothewebsiteGoogle Scholar, this seminal paper has been cited in more than 100,000 scholarly works, and many consumer products and software have been built based on its mathematical concepts. Unfortunately, Professor Zadeh died in September 2017, and this book is a modest tribute to the generous, gentle continuous and always friendly support that the authors received over the years from Professor Lofti A. Zadeh. It can be noted that the research field of fuzzy sets and systems has undergone tremendous growth since 1965. This growth is in no small measure the result of the emergence of some important scientific societies in North America (North American Fuzzy Information Processing Society – NAFIPS – and IEEE Computational Intelli- gence Society – IEEE CIS), Europe (European Society for Fuzzy Logic and Tech- nology–EUSFLAT),Asia(JapanSocietyforFuzzyTheoryandIntelligentInformatics –JSFTII),andSouthAmerica,especiallyinBrazil,(BrazilianSocietyofAutomatics– SBA–andBrazilianSocietyofComputationalandAppliedMathematics–SBMAC). Thereisalsoatransnationalscientificsociety(InternationalFuzzySystemsAssociation –IFSA).Thesesocietiespromotescientificeventsinordertospreadthestateoftheart, its applications, and technological advances. A quick search in the Scopus database gives an idea of the number of published articles about fuzzy sets and systems. By dividing time from 1965 until today into four periods, we obtain the following: (a)4,754publishedpapersuntil1990;(b)27,773publishedpapersfrom1991to2000; (c) 93,012 from 2001 to 2010; and (d) 105,604 from 2011 to the current date (May 2018). Thissearch wasmade byusingthewords“FuzzySets”or“FuzzySystems”or “Fuzzy Logic” as title, abstract, or keywords. Among the societies mentioned, NAFIPS is the premier fuzzy society in North America,whichwasfoundedin1981.ThepurposeofNAFIPSis“thepromotionofthe scientific study of, thedevelopment ofan educational institutionfor theinstructionin, and the dissemination of educational materials in the public interest including, butnot limited to, theories and applications of fuzzy sets through publications, lectures, sci- entific meetings, or otherwise.” In this role, we understand the importance and necessityofdevelopingastrongintellectualbaseandencouragingnewandinnovative applications. In addition, we recognize our leading role in promoting interactions and technology transfer to other national and international organizations so as to bring the benefits of this technology to North America and the world. The scientific event organized by the NAFIPS has been contributing for more than 30 editions to the VI Preface growthofthenumberofarticlespublishedinthefuzzysetsandsystemsfield.Thefirst edition took place in the city of Logan, Utah, USA, in 1982, and it is held annually. One of the objectives of NAFIPS is to expand the network of collaborators and enthusiasts of fuzzy thinking beyond the borders of North American countries. The 37th North American Fuzzy Information Processing Society Annual Conference (NAFIPS 2018) was held during July 4–6, 2018, in the beautiful city of Fortaleza, capitalofthestateofCeará,locatedonthesunnynortheastcoastofBrazil.Thisevent was held simultaneously with the 5th Brazilian Congress on Fuzzy Systems (CBSF 2018), bringing together researchers, engineers, and practitioners to share and present thelatestachievementsandinnovationsintheareaoffuzzyinformationprocessing,to discuss thought-provoking developments and challenges, and to consider potential futuredirections.Bearingthisinmind,theNAFIPS2018meetingwasthefirstedition of the meeting to be organized outside the USA, Canada, and Mexico. NAFIPS 2018 had an international Program Committee including researchers from industry and academia worldwide. The organization of NAFIPS 2018 and CBSF 2018 was the result of a joint action of the Brazilian Computational Intelligence Society (SBIC), the Brazilian Society of Computational and Applied Mathematics (SBMAC), the Federal University of Ceará (UFC), and the Brazilian funding agencies CAPES, process 88887.155510/2017-00, andCNPq,project407666/2017-6,inadditiontotheexecutiveboardsofNAFIPSand CBSF. This book is a collection of high-quality papers ranging over a large spectrum of topics,includingtheoryandapplicationsoffuzzynumbersandsets,fuzzylogic,fuzzy inference systems, fuzzy clustering, fuzzy pattern classification, neuro-fuzzy systems, fuzzy control systems, fuzzy modeling, fuzzy mathematical morphology, fuzzy dynamical systems, time series forecasting, and making decision under uncertainty. We received 73 submissions from 11 countries, from which 54 papers were accepted.TheauthorswerefromBrazil,Chile,Colombia,CzechRepublic,India,Iran, Mexico, Romania, Spain, Turkey, and the USA. Each submitted paper was reviewed by at least three independent referees. The acceptance/rejection decision used the followingcriteria:everypaperwithtwopositivereviewswasaccepted,andthosewith twonegativereviewswererejected.Borderlinepapers,thosewithonepositiveandone negativereview, were analyzed carefully by theconference chairs inorder toevaluate the reasons given for acceptance or rejection. Our final decision on these submissions took into account mainly the potential of each paper to foster fruitful discussions and thefuturedevelopmentoftheresearchonthetheoryandapplicationsoffuzzysetsand systems in Brazil and, for extension, in the whole of Latin America. Weareenormouslygratefultoallreviewersfortheirgoodwillincooperatingforthe success of the aforementioned events. We very much appreciate their willingness for hard work and prompt feedback, which certainly guaranteed the high quality of the technical program. WewishNAFIPSalonglife.AndwewishalonglifefortheBraziliancommunity, who organizes CBSF, with which we share this mutual congress. June 2018 Guilherme A. Barreto Ricardo Coelho Organization General Co-chairs Guilherme Barreto Federal University of Ceará, Brazil Ricardo Coelho Federal University of Ceará, Brazil Organizing Committee Fernando Gomide University of Campinas, Brazil Guilherme Barreto Federal University of Ceará, Brazil Laecio Carvalho de Barros University of Campinas, Brazil Patricia Melin Tijuana Institute of Technology, Mexico Ricardo Coelho Federal University of Ceará, Brazil Weldon Lodwick University of Colorado Denver, USA Centro Acadêmico de CAMI Matemática Industrial Web Masters Felipe Albuquerque Federal University of Ceará, Brazil Francisco Yuri Martins Federal University of Ceará, Brazil NAFIPS Officers Patricia Melin (President) Martine Ceberio (President-Elect) Christian Servin (Treasurer) Valerie Cross (Secretary) NAFIPS Board of Directors Ildar Batyrshin Ricardo Coelho Martine De Cock Scott Dick Juan Carlos Figueroa Garcia Weldon A. Lodwick Marek Reformat Shahnaz Shahbazova Mark Wierman Dongrui Wu VIII Organization Program Committee Giovanni Acampora University of Naples Federico II, Italy Plamen Angelov Lancaster University, UK Krassimir Atanassov Bulgarian Academy of Science, Bulgaria Adrian I. Ban University of Oradea, Romania Guilherme Barreto Universidade Federal do Ceará, Brazil Laecio Carvalho de Barros University of Campinas, Brazil Ildar Batyrshin Instituto Politécnico Nacional, Mexico Fernando Bobillo University of Zaragoza, Spain Giovanni Bortolan Institute of Neuroscience, IN-CNR, Italy Tadeusz Burczynski Institute of Fundamental Technological Research, Poland João Paulo Carvalho Instituto Superior Tecnico/INESC-ID, Portugal Oscar Castillo Tijuana Institute of Technology, Mexico Martine Ceberio University of Texas at El Paso, USA Wojciech Cholewa Silesian University of Technology, Poland Ricardo Coelho Universidade Federal do Ceará, Brazil Lucian Coroianu University of Oradea, Romania Valerie Cross Miami University, USA Bernard de Baets Ghent University, Belgium Didier Dubois Université Paul Sabatier, France Robert Fuller Óbuda University, Hungary Takeshi Furuhashi Nagoya University, Japan Fernando Gomide University of Campinas, Brazil Wladyslaw Homenda Warsaw University of Technology, Poland Sungshin Kim Pusan National University, South Korea Peter Klement Johannes Kepler University, Austria Vladik Kreinovich University of Texas at El Paso, USA Jonathan Lee National Central University, Taiwan Weldon A. Lodwick University of Colorado Denver, USA Francesco Marcelloni University of Pisa, Italy Radko Mesiar Slovak University of Technology, Slovakia Vesa Niskanen University of Helsinki, Finland Fabrício Nogueira Universidade Federal do Ceará, Brazil Vilem Novak University of Ostrava, Czech Republic Reinaldo Martinez Palhares Federal University of Minas Gerais, Brazil Irina Perfilieva University of Ostrava, Czech Republic Henri Prade Université Paul Sabatier, France Radu Emil Precup Politehnica University of Timisoara, Romania Alireza Sadeghian Ryerson University, Canada Yabin Shao Northwest University for Nationalities, China Andrzej Skowron University of Warsaw, Poland Umberto Straccia Consiglio Nazionale delle Ricerche, ISTI-CNR, Italy Ricardo Tanscheit Pontifícia Universidade Católica do Rio de Janeiro, Brazil Organization IX Jose Luis Verdegay University of Granada, Spain Yiyu Yao University of Regina, Canada Hao Ying Wayne State University, USA Fusheng Yu Beijing Normal University, China Slawomir Zadrozny Polish Academy of Sciences, Poland M. H. Fazel Zarandi Amirkabir University of Technology, Iran Guangquan Zhang University of Technology Sydney, Australia Hans J. Zimmermann RWTH Aachen University, Germany Additional Reviewers João Fernando Alcântara Jose Manuel Soto Hidalgo Aluizio Araújo Daniel Leite Rodrigo Araújo Adi Lin Romis Attux José Everardo Bessa Maia Iury Bessa Sebastia Massanet Arthur Braga Ajalmar Rêgo da Rocha Neto Luiz Cordovil Rudini Sampaio Pedro Coutinho Peter Sussner Alexandre Evsukoff George Thé Carmelo J.A. Bastos Filho Marcos Eduardo Valle Heriberto Román Flores Bin Wang João Paulo Pordeus Gomes Zhen Zhang
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