Intelligent and Fuzzy Techniques for Emerging Conditions and Digital Transformation: Proceedings of the INFUS 2021 Conference, held August 24-26, 2021. Volume 2 PDF
Preview Intelligent and Fuzzy Techniques for Emerging Conditions and Digital Transformation: Proceedings of the INFUS 2021 Conference, held August 24-26, 2021. Volume 2
Lecture Notes in Networks and Systems 308 Cengiz Kahraman · Selcuk Cebi · Sezi Cevik Onar · Basar Oztaysi · A. Cagri Tolga · Irem Ucal Sari Editors Intelligent and Fuzzy Techniques for Emerging Conditions and Digital Transformation Proceedings of the INFUS 2021 Conference, held August 24–26, 2021. Volume 2 Lecture Notes in Networks and Systems Volume 308 Series Editor Janusz Kacprzyk, Systems Research Institute, Polish Academy of Sciences, Warsaw, Poland Advisory Editors Fernando Gomide, Department of Computer Engineering and Automation—DCA, SchoolofElectricalandComputerEngineering—FEEC,UniversityofCampinas— UNICAMP, São Paulo, Brazil Okyay Kaynak, Department of Electrical and Electronic Engineering, Bogazici University, Istanbul, Turkey Derong Liu, Department of Electrical and Computer Engineering, University of Illinois at Chicago, Chicago, USA; Institute of Automation, Chinese Academy of Sciences, Beijing, China Witold Pedrycz, Department of Electrical and Computer Engineering, University of Alberta, Alberta, Canada; Systems Research Institute, Polish Academy of Sciences, Warsaw, Poland Marios M. Polycarpou, Department of Electrical and Computer Engineering, KIOSResearchCenterforIntelligentSystemsandNetworks,UniversityofCyprus, Nicosia, Cyprus Imre J. Rudas, Óbuda University, Budapest, Hungary Jun Wang, Department of Computer Science, City University of Hong Kong, Kowloon, Hong Kong The series “Lecture Notes in Networks and Systems” publishes the latest developmentsinNetworksandSystems—quickly,informallyandwithhighquality. Originalresearchreportedin proceedings andpost-proceedings represents thecore ofLNNS. VolumespublishedinLNNSembraceallaspectsandsubfieldsof,aswellasnew challenges in, Networks and Systems. The series contains proceedings and edited volumes in systems and networks, spanning the areas of Cyber-Physical Systems, Autonomous Systems, Sensor Networks, Control Systems, Energy Systems, Automotive Systems, Biological Systems, Vehicular Networking and Connected Vehicles, Aerospace Systems, Automation, Manufacturing, Smart Grids, Nonlinear Systems, Power Systems, Robotics,SocialSystems,EconomicSystemsandother.Ofparticularvaluetoboth the contributors and the readership are the short publication timeframe and the world-wide distribution and exposure which enable both a wide and rapid dissemination of research output. Theseriescoversthetheory,applications,andperspectivesonthestateoftheart andfuturedevelopmentsrelevanttosystemsandnetworks,decisionmaking,control, complex processes and related areas, as embedded in the fields of interdisciplinary andappliedsciences,engineering,computerscience,physics,economics,social,and lifesciences,aswellastheparadigmsandmethodologiesbehindthem. Indexed by SCOPUS, INSPEC, WTI Frankfurt eG, zbMATH, SCImago. AllbookspublishedintheseriesaresubmittedforconsiderationinWebofScience. More information about this series at http://www.springer.com/series/15179 Cengiz Kahraman Selcuk Cebi (cid:129) (cid:129) Sezi Cevik Onar Basar Oztaysi (cid:129) (cid:129) A. Cagri Tolga Irem Ucal Sari (cid:129) Editors Intelligent and Fuzzy Techniques for Emerging Conditions and Digital Transformation Proceedings of the INFUS 2021 Conference, – held August 24 26, 2021. Volume 2 123 Editors CengizKahraman SelcukCebi Department ofIndustrial Engineering Industrial EngineeringDepartment Istanbul TechnicalUniversity Yildiz Technical University Istanbul,Turkey Istanbul,Turkey SeziCevikOnar BasarOztaysi Department ofIndustrial Engineering Department ofIndustrial Engineering Istanbul TechnicalUniversity Istanbul TechnicalUniversity Istanbul,Turkey Istanbul,Turkey A.CagriTolga Irem UcalSari Industrial EngineeringDepartment Department ofIndustrial Engineering Galatasaray University Istanbul TechnicalUniversity Istanbul,Turkey Istanbul,Turkey ISSN 2367-3370 ISSN 2367-3389 (electronic) Lecture Notesin Networks andSystems ISBN978-3-030-85576-5 ISBN978-3-030-85577-2 (eBook) https://doi.org/10.1007/978-3-030-85577-2 ©TheEditor(s)(ifapplicable)andTheAuthor(s),underexclusivelicense toSpringerNatureSwitzerlandAG2022 Thisworkissubjecttocopyright.AllrightsaresolelyandexclusivelylicensedbythePublisher,whether thewholeorpartofthematerialisconcerned,specificallytherightsoftranslation,reprinting,reuseof illustrations, recitation, broadcasting, reproduction on microfilms or in any other physical way, and transmissionorinformationstorageandretrieval,electronicadaptation,computersoftware,orbysimilar ordissimilarmethodologynowknownorhereafterdeveloped. The use of general descriptive names, registered names, trademarks, service marks, etc. in this publicationdoesnotimply,evenintheabsenceofaspecificstatement,thatsuchnamesareexemptfrom therelevantprotectivelawsandregulationsandthereforefreeforgeneraluse. The publisher, the authors and the editors are safe to assume that the advice and information in this book are believed to be true and accurate at the date of publication. Neither the publisher nor the authors or the editors give a warranty, expressed or implied, with respect to the material contained hereinorforanyerrorsoromissionsthatmayhavebeenmade.Thepublisherremainsneutralwithregard tojurisdictionalclaimsinpublishedmapsandinstitutionalaffiliations. ThisSpringerimprintispublishedbytheregisteredcompanySpringerNatureSwitzerlandAG Theregisteredcompanyaddressis:Gewerbestrasse11,6330Cham,Switzerland Preface INFUS is an acronym for intelligent and fuzzy systems. It is a well-established international research forum to advance the foundations and applications of intel- ligent and fuzzy systems, computational intelligence, and soft computing for applied research in general and for complex engineering and decision support systems.TheprincipalmissionofINFUSistoconstructabridgebetweenfuzzyand intelligence systems and real complex systems via joint research between univer- sities and international research institutions, encouraging interdisciplinary research and bringing multidiscipline researchers together. INFUS 2021 has been organized in August 24–26, 2021 in Istanbul, Turkey. The number of participants after the review process is about 200. The proceedings ofINFUS2019and2020conferenceshavebeenpublishedbySpringerpublishing house with an excellent quality before the conference began. INFUS 2021 pro- ceedings is again published by Springer under “Advances in Intelligent Systems and Computing Series” and will be indexed in Scopus. Its title is Intelligent and Fuzzy Techniques: Emerging Conditions and Digital Transformation. Moreover, specialissues ofindexed journals will bedevoted toastrictly refereed selection of extended papers presented at INFUS 2021. Journal of Intelligent and Fuzzy Systems (SCI-E) and Journal of Multi-Valued Logic and Soft Computing (SCI-E) are the two main journals that we publish their special issues for the papers pre- sented at INFUS conferences. In addition to these journals, there are several journals that we are given their special issues having other indices. Emergingconditionssuchaspandemic,wars,naturaldisasters,andvarioushigh technologies force us for significant changes in our business and social life. Pandemiccaused all ofustoliveunder quarantine for acertainperiod oftime and serious restrictions in our business and social life. We clearly saw how important digital technologies are and how great the need for them is during this period. Digital transformation is the adoption of digital technologies to transform services or businesses, through replacing non-digital or manual processes with digital pro- cesses or replacing older digital technology with newer digital technologies. This mayenable—inadditiontoefficiencyviaautomation—newtypesofinnovationand creativity,ratherthansimplyenhancingandsupportingtraditionalmethods.INFUS v vi Preface 2021 focuses on revealing the reflection of digital transformation in our business and social life under emerging conditions through intelligent and fuzzy systems. OurinvitedspeakersthisyearareProf.KrassimirAtanassov,Prof.VicencTorra, Prof. Janusz Kacprzyk, Prof. Ahmet Fahri Özok,andProf. AjithAbraham. Itisan honor to include their speeches in our conference program. We appreciate their voluntary contributions to INFUS 2021, and we hope to see them at INFUS con- ferences for many years. In the beginning of the planning process, we had planned to organize INFUS 2021 in Izmir as we did for INFUS 2020. Unfortunately, coronavirus pandemic prevented it as all of you know. We hope to organize an interactive conference in 2022withyourparticipationinIzmir.OursocialprogramofINFUS2021inIzmir willbeexactlyrealizedatINFUS2022,ifeverythinggoesonitsway.Wethankall ofyouverymuchsinceyoudidnotgiveupyourparticipationtoINFUS2021.We appreciate your sincerity and fidelity. Thisyear,thenumberofsubmittedpapersbecame355.Afterthereviewprocess, about 43% of these papers have been rejected. More than 50% of the accepted papers are from other countries outside Turkey. The distribution of the admitted paperswithrespecttotheirsourcecountriesisasfollowsfromthemosttotheleast: Turkey, Russia, China, Iran, Poland, India, Azerbaijan, Bulgaria, Morocco, Spain, Algeria, Serbia, Ukraine, Pakistan, Canada, Japan, South Korea, UK, Indonesia, USA,Vietnam,Finland,Romania,France,Uzbekistan,Italy,andAustria.Weagain thank all the representatives of their countries for selecting INFUS 2021 as an international scientific arena. We also thank the anonymous reviewers for their hard works in selecting high-quality papers of INFUS 2021. Each of the organizing committee members provided invaluable contributions to INFUS 2021. INFUS conferences would be impossiblewithouttheirefforts.WehopemeetingyouallnextyearinTurkeyatan interactive, face-to-face conference. Cengiz Kahraman A. Cagri Tolga Selcuk Cebi Basar Oztaysi Sezi Cevik Onar Irem Ucal Sari Organization Program Chair Cengiz Kahraman Istanbul Technical University, Turkey Program Committee A. Cagri Tolga Galatasaray University, Turkey Irem Ucal Sari Istanbul Technical University, Turkey Basar Oztaysi Istanbul Technical University, Turkey Selcuk Cebi Yildiz Technical University, Turkey Sezi Cevik Onar Istanbul Technical University, Turkey vii Contents Intuitionistic Fuzzy Sets Temporal-Level Operators Over Intuitionistic Fuzzy Sets . . . . . . . . . . . 3 Krassimir T. Atanassov Investigation of Cotton Production Companies Transition to Industry 4.0 Using the Intuitionistic Fuzzy TOPSIS. . . . . . . . . . . . . . 12 Merve Çil and Babak Daneshvar Rouyendegh A Novel Ranking Method of the Generalized Intuitionistic Fuzzy Numbers Based on Possibility Measures. . . . . . . . . . . . . . . . . . . . . . . . . 20 Totan Garai Prioritization of Factors Affecting the Digitalization of Quality Management Using Interval-Valued Intuitionistic Fuzzy Best-Worst Method . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 28 Nurşah Alkan and Cengiz Kahraman Towards a Safe Pedestrian Walkability Under Intuitionistic Fuzzy Environment: A Real-Time Reactive Microservice-Oriented Ecosystem. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 40 Ghyzlane Cherradi,AzedineBoulmakoul, Lamia Karim,MeriemMandar, and Ahmed Lbath Extension of VIKOR Method Using Circular Intuitionistic Fuzzy Sets . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 48 Cengiz Kahraman and Irem Otay The Intuitionistic Fuzzy Framework for Evaluation and Rank Ordering the Negotiation Offers. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 58 Ewa Roszkowska Intuitionistic Fuzzy ANOVA for COVID-19 Cases in Asia by Density and Climate Factors . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 66 Velichka Traneva and Stoyan Tranev ix x Contents Vendor Selection in IT Using Integrated MCDM and Intuitionistic Fuzzy . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 75 Babak Daneshvar Rouyendegh and Aylin Tan A Vector Valued Similarity Measure Based on the Choquet Integral for Intuitionistic Fuzzy Sets and Its Application to Pattern Recognition . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 84 Ezgi Türkarslan, Mehmet Ünver, and Murat Olgun Social Acceptability Assessment of Renewable Energy Policies: An Integrated Approach Based on IVPF BOCR and IVIF AHP . . . . . . 93 Esra Ilbahar, Selcuk Cebi, and Cengiz Kahraman Vaccine Selection Using Interval-Valued Intuitionistic Fuzzy VIKOR: A Case Study of Covid-19 Pandemic . . . . . . . . . . . . . . . . . . . . 101 Cihat Öztürk, Abdullah Yildizbasi, Ibrahim Yilmaz, and Yağmur Ariöz A Novel Approach of Complex Intuitionistic Fuzzy Linear Systems in an Electrical Circuit. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 109 J. Akila Padmasree and R. Parvathi Intuitionistic Fuzzy Index-Matrix Selection for the Outsourcing Providers at a Refinery . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 119 Velichka Traneva and Stoyan Tranev Learning Algorithms A Learning Based Vertical Integration Decision Model . . . . . . . . . . . . . 131 Menekşe Gizem Görgün, Seçkin Polat, and Umut Asan Comparing Fusion Methods for 3D Object Detection. . . . . . . . . . . . . . . 138 Erkut Arıcan and Tarkan Aydın Diabetic Retinopathy Detection with Deep Transfer Learning Methods . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 147 Gökalp Çinarer and Kazım Kiliç From Statistical to Deep Learning Models: A Comparative Sentiment Analysis Over Commodity News . . . . . . . . . . . . . . . . . . . . . . 155 Mahmut Sami Sivri, Buse Sibel Korkmaz, and Alp Ustundag Deep Learning Network Model Studies for Adversarial Attack Resistance. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 163 Fei Chen and Jaeho Choi An Ensemble Learning Approach for Energy Demand Forecasting in Microgrids Using Fog Computing . . . . . . . . . . . . . . . . . . . . . . . . . . . 170 Tuğçe Keskin and Gökhan İnce
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