Lecture Notes in Networks and Systems 362 Rafik A. Aliev · Janusz Kacprzyk · Witold Pedrycz · Mo Jamshidi · Mustafa Babanli · Fahreddin M. Sadikoglu Editors 11th International Conference on Theory and Application of Soft Computing, Computing with Words and Perceptions and Artificial Intelligence - ICSCCW-2021 Lecture Notes in Networks and Systems Volume 362 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 https://link.springer.com/bookseries/15179 fi Ra k A. Aliev Janusz Kacprzyk (cid:129) (cid:129) Witold Pedrycz Mo Jamshidi (cid:129) (cid:129) Mustafa Babanli Fahreddin M. Sadikoglu (cid:129) Editors 11th International Conference on Theory and Application of Soft Computing, Computing with Words fi and Perceptions and Arti cial Intelligence - ICSCCW-2021 123 Editors Rafik A.Aliev JanuszKacprzyk Department ofControl Systems System Research Institute AzerbaijanStateOilandIndustryUniversity Polish Academy ofSciences Baku,Azerbaijan Warsaw,Poland Witold Pedrycz Mo Jamshidi Department ofElectrical andComputer Department ofElectrical andComputer Engineering Engineering University of Alberta University of Texas atSan Antonio Edmonton, AB,Canada SanAntonio, TX,USA Mustafa Babanli Fahreddin M.Sadikoglu AzerbaijanStateOilandIndustryUniversity Department ofMechatronics Baku,Azerbaijan Near EastUniversity NorthCyprus, Turkey ISSN 2367-3370 ISSN 2367-3389 (electronic) Lecture Notesin Networks andSystems ISBN978-3-030-92126-2 ISBN978-3-030-92127-9 (eBook) https://doi.org/10.1007/978-3-030-92127-9 ©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. 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ThisSpringerimprintispublishedbytheregisteredcompanySpringerNatureSwitzerlandAG Theregisteredcompanyaddressis:Gewerbestrasse11,6330Cham,Switzerland Preface The 11th International Conference on Theory and Applications Soft Computing, Computing with Words and Perceptions and Artificial Intelligence (ICSCCW-2021) is the premier international conference organized by Azerbaijan Association of “Zadeh’s Legacy and Artificial Intelligence” (Azerbaijan), Azerbaijan State Oil and Industry University (Azerbaijan), University of Siegen (Siegen,Germany),BISC-BerkeleyInitiativeinSoftComputing(USA),University ofTexas(SanAntonio(USA),GeorgiaStateUniversity(Atlanta,USA),University of Alberta (Canada), University of Toronto (Toronto, Canada), System Research Institute of Polish Academy of Sciences, Near East University (North Cyprus). This volume presents the proceedings of the 11th International Conference on TheoryandApplicationsSoftComputing,ComputingwithWordsandPerceptions andArtificialIntelligence,ICSCCW-2021heldinAntalya,Turkey,onAugust23– 24, 2021. It includes contributions from diverse areas of soft computing and computing with words such as uncertain computation, decision making under imperfect information, neuro-fuzzy approaches, deep learning, natural language processing, and others. The topics of the papers include theory and application of soft computing, information granulation, computing with words, computing with perceptions, image processing with soft computing, probabilistic reasoning, intel- ligent control, machine learning, fuzzy logic in data analytics and data mining, evolutionary computing, chaotic systems, soft computing in business, economics, earth sciences, engineering, material sciences, biomedical engineering and health care. The volume covers new ideas from theories of soft computing and computing with words and their applications in economics, business, industry, education, medicine, earth sciences, and other fields. This volume will be a useful guide for academics, practitioners, and graduates in fields of soft computing and computing v vi Preface with words. It will allow for increasing of interest in development and applying of these paradigms in various real-life fields. August 2021 Rafik Aliev Chairman of ICSCCW-2021 Organization Chairman R. A. Aliev, Azerbaijan Co-Chairmen and Guest Editors J. Kacprzyk, Poland W. Pedrycz, Canada M. Jamshidi, USA M. B. Babanli, Azerbaijan F. S. Sadikoglu, North Cyprus International Program Committee A. Averkin, Russia I. Batyrshin, Mexico A. Musayev, Azerbaijan I. G. Akperov, Russia A. Piegat, Poland I. Perfilieva, Czech Republic B. Fazlollahi, USA K. Atanassov, Bulgary B. Kang, China K. Bonfig, Germany B. Turksen, Canada, Turkey K. Takahashi, Japan C. Kahraman, Turkey M. Gupta, Canada D. Dubois, France M. Nikravesh, USA D. Enke, USA N. Yusupbekov, Uzbekistan D. Kumar Jana, India O. Huseynov, Azerbaijan E. Babaei, Iran O. Kaynak, Turkey F. Aminzadeh, USA R. R. Aliev, North Cyprus G. Imanov, Azerbaijan R. Abiyev, North Cyprus H. Berenji, USA R. O. Kabaoglu, Turkey H. Hamdan, France, UK R. Yager, USA H. Prade, France S. Ulyanov, Russia H. Roth, Germany T. Allahviranloo, Turkey vii viii Organization T. Fukuda, Japan V. Niskanen, Finland T. Takagi, Japan V. Nourani, Iran V. Kreinovich, USA V. Novak, Czech Republic V. Loia, Italy Organizing Committee Chairman U. Eberhardt, Germany Co-Chairmen T. Abdullayev, Azerbaijan L. Gardashova, Azerbaijan Members N. E. Adilova, Azerbaijan A. Alizadeh, Azerbaijan B. Guirimov, Azerbaijan A. Guliyev, Azerbaijan M. M. M. Elamin, North Cyprus M. A. Salahli, Turkey Conference Organizing Secretariat Azadlig Ave. 20, AZ 1010 Baku, Azerbaijan Phone: +99 412 493 45 38, Fax: +99 412 498 45 09 E-mail: [email protected], [email protected], [email protected] Contents Multistage Decision Making in Bimodal Information Environment . . . . 1 R. A. Aliev Interactive Solution of Difficult Choice and Decision Making Problems: Effective and Efficient but not Always Easy . . . . . . . . . . . . . 2 Janusz Kacprzyk About Valery Borisovich TARASOV (16.02.1955–22.07.2021) . . . . . . . . 3 R. A. Aliev and Alexey Averkin Designing and Evaluating Interpretable Rule-Based Architecture Under Privacy Constraints: A Framework of Granular Computing . . . 6 Witold Pedrycz Fuzzy Classification-Based Alloy Selection from a Large Dataset. . . . . . 7 M. B. Babanli Consistent Z-preferences Formulation in Decision Analysis . . . . . . . . . . 14 Rafig R. Aliyev New High Step-Up DC-DC Converter in PV System: Performance and Analysis. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 19 Senol Bektas, Farzad Mohammadzadeh Shahir, and Ebrahim Babaei Investigation of the Quality of Fuzzy IF-THEN Model for a Control System . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 28 Nigar E. Adilova Circular Intuitionistic Fuzzy Sets in Multi Criteria Decision Making. . . 34 Esra Çakır, Mehmet Ali Taş, and Ziya Ulukan Z+ - Number Based Alternatives Selection in Investment Problem. . . . . 43 Shamil A. Ahmadov ix