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Advances in Intelligent Systems and Computing Volume 1197 Series Editor Janusz Kacprzyk, Systems Research Institute, Polish Academy of Sciences, Warsaw, Poland Advisory Editors Nikhil R. Pal, Indian Statistical Institute, Kolkata, India Rafael Bello Perez, Faculty of Mathematics, Physics and Computing, Universidad Central de Las Villas, Santa Clara, Cuba Emilio S. Corchado, University of Salamanca, Salamanca, Spain Hani Hagras, School of Computer Science and Electronic Engineering, University of Essex, Colchester, UK László T. Kóczy, Department of Automation, Széchenyi István University, Gyor, Hungary Vladik Kreinovich, Department of Computer Science, University of Texas at El Paso, El Paso, TX, USA Chin-Teng Lin, Department of Electrical Engineering, National Chiao Tung University, Hsinchu, Taiwan Jie Lu, Faculty of Engineering and Information Technology, University of Technology Sydney, Sydney, NSW, Australia Patricia Melin, Graduate Program of Computer Science, Tijuana Institute of Technology, Tijuana, Mexico Nadia Nedjah, Department of Electronics Engineering, University of Rio de Janeiro, Rio de Janeiro, Brazil Ngoc Thanh Nguyen , Faculty of Computer Science and Management, Wrocław University of Technology, Wrocław, Poland Jun Wang, Department of Mechanical and Automation Engineering, The Chinese University of Hong Kong, Shatin, Hong Kong
The series “Advances in Intelligent Systems and Computing” contains publications on theory, applications, and design methods of Intelligent Systems and Intelligent Computing. Virtually all disciplines such as engineering, natural sciences, computer and information science, ICT, economics, business, e-commerce, environment, healthcare, life science are covered. The list of topics spans all the areas of modern intelligent systems and computing such as: computational intelligence, soft comput- ing including neural networks, fuzzy systems, evolutionary computing and the fusion of these paradigms, social intelligence, ambient intelligence, computational neuro- science, artificial life, virtual worlds and society, cognitive science and systems, Perception and Vision, DNA and immune based systems, self-organizing and adaptive systems, e-Learning and teaching, human-centered and human-centric computing, recommender systems, intelligent control, robotics and mechatronics including human-machine teaming, knowledge-based paradigms, learning para- digms, machine ethics, intelligent data analysis, knowledge management, intelligent agents, intelligent decision making and support, intelligent network security, trust management, interactive entertainment, Web intelligence and multimedia. The publications within “Advances in Intelligent Systems and Computing” are primarily proceedings of important conferences, symposia and congresses. They cover significant recent developments in the field, both of a foundational and applicable character. An important characteristic feature of the series is the short publication time and world-wide distribution. This permits a rapid and broad dissemination of research results. ** Indexing: The books of this series are submitted to ISI Proceedings, EI-Compendex, DBLP, SCOPUS, Google Scholar and Springerlink ** More information about this series at http://www.springer.com/series/11156
Cengiz Kahraman Sezi Cevik Onar
• •
Basar Oztaysi Irem Ucal Sari
• •
Selcuk Cebi A. Cagri Tolga
•
Editors
Intelligent and Fuzzy
Techniques: Smart
and Innovative Solutions
Proceedings of the INFUS 2020 Conference,
Istanbul, Turkey, July 21-23, 2020
123Editors Cengiz Kahraman Sezi Cevik Onar Department of Industrial Engineering Department of Industrial Engineering Istanbul Technical University Istanbul Technical University Istanbul, Turkey Istanbul, Turkey Basar Oztaysi Irem Ucal Sari Department of Industrial Engineering Department of Industrial Engineering Istanbul Technical University Istanbul Technical University İstanbul, Turkey Istanbul, Turkey Selcuk Cebi A. Cagri Tolga Industrial Engineering Department Industrial Engineering Department Yildiz Technical University Galatasaray University Istanbul, Turkey Istanbul, Turkey ISSN 2194-5357 ISSN 2194-5365 (electronic) Advances in Intelligent Systems and Computing ISBN 978-3-030-51155-5 ISBN 978-3-030-51156-2 (eBook) https://doi.org/10.1007/978-3-030-51156-2 © The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Switzerland AG 2021 This work is subject to copyright. All rights are solely and exclusively licensed by the Publisher, whether the whole or part of the 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 storage and retrieval, electronic adaptation, computer software, or by similar or dissimilar methodology now known or hereafter developed. The use of general descriptive names, registered names, trademarks, service marks, etc. in this publication does not imply, even in the absence of a specific statement, that such names are exempt from the relevant protective laws and regulations and therefore free for general use. 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 herein or for any errors or omissions that may have been made. The publisher remains neutral with regard to jurisdictional claims in published maps and institutional affiliations. This Springer imprint is published by the registered company Springer Nature Switzerland AG The registered company address is: Gewerbestrasse 11, 6330 Cham, 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.
The principal mission of INFUS is to construct a bridge between fuzzy &
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 2019 was organized in July 21–23, 2019, in Istanbul, Turkey. The
number of participants was about 200. The proceedings of INFUS 2020 was
published by Springer publishing house with an excellent quality before the con-
ference began. INFUS 2020 proceedings 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: Smart and Innovative
Solutions. Moreover, special issues of indexed journals will be devoted to a strictly
refereed selection of extended papers presented at INFUS 2020.
Smart technologies, when integrated with data analytics platforms and networks,
offer the potential of expanding the fundamental capacity of any system.
Organizations that invest in smart technologies can see rewards including higher
revenues, an improved customer experience, and increased employee satisfaction.
Smart Solutions let you cost-effectively achieve and manage your objectives for
efficiency, capacity, and availability. Innovative technologies in all business seg-
ments provide significant competitive advantages for successful development.
Innovative decisions should be based on the clearly formulated innovative strate-
gies and fit into business strategies. Innovative decisions start with formation of an
updated information field regarding the innovations being implemented and pos-
sible for the implementation in all operating segments of the business. INFUS 2020
focuses on smart and innovative technologies and solutions.
vvi Preface
Our invited speakers this year are Prof. Krassimir Atanassov, Prof. Vicenc Torra,
Prof. Janusz Kacprzyk, and Prof. Ahmet Fahri Özok. It is an honor to include them
in our conference program. We appreciate their voluntary contributions to INFUS
2020, and we hope to see them at INFUS conferences for many years.
In the beginning of the planning process, we had planned to organize INFUS
2020 in Izmir at Izmir Katip Celebi University as the host. Unfortunately, coron-
avirus pandemic prevented it as all of you know. We hope to organize an interactive
conference in 2021 with your participation in Izmir. Our social program of INFUS
2020 in Izmir will be exactly realized at INFUS 2021. We thank all of you very
much since you did not give up your participation to INFUS 2020. We appreciate
your sincerity and fidelity.
This year, the number of submitted papers became 345. After the review process,
about 40% of these papers have been rejected. The distribution of the remaining
papers is as follows from the most to the least: Turkey, Russia, China, Iran, Poland,
India, Azerbaijan, Bulgaria, Morocco, Spain, Algeria, Serbia, Ukraine, Pakistan,
Canada, South Korea, UK, Indonesia, USA, Vietnam, Finland, Romania, France,
Uzbekistan, Italy, and Austria. We again thank all the representatives of their
countries for selecting INFUS 2020 as an international scientific arena.
We also thank the anonymous reviewers for their hard works in selecting
high-quality papers of INFUS 2020. Each of the organizing committee members
provided invaluable contributions to INFUS 2020. INFUS conferences would be
impossible without them. We hope meeting you all next year in Turkey.
Cengiz Kahraman
Selcuk Cebi
Basar Oztaysi
Sezi Cevik Onar
Irem Ucal Sari
A. Cagri TolgaContents
Invited Speakers’ Papers
Fuzzy Meets Privacy: A Short Overview . . . . . . . . . . . . . . . . . . . . . . . . 3
Vicenç Torra and Guillermo Navarro-Arribas
Intelligent Planning of Spatial Analysis Process
Based on Contexts . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 10
Stanislav Belyakov, Alexander Bozhenyuk, Janusz Kacprzyk,
and Igor Rozenberg
The Method of Finding the Base Set of Intuitionistic Fuzzy Graph . . . . 18
Alexander Bozhenyuk, Stanislav Belyakov, Janusz Kacprzyk,
and Margarita Knyazeva
Intuitionistic Fuzzy Assessments of the Abdominal Aorta
and Its Branches . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 26
Valetin Vasilev, Evdokia Sotirova, Krassimir Atanassov, and Sotir Sotirov
Mathematical Philosophy and Fuzzy Logic . . . . . . . . . . . . . . . . . . . . . . 32
Ahmet Fahri Özok
Clustering
Segmentation of Retail Consumers with Soft Clustering Approach . . . . 39
Onur Dogan, Abdulkadir Hiziroglu, and Omer Faruk Seymen
Segmentation Analysis of Companies’ Natural Gas Consumption
by Soft Clustering . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 47
Onur Dogan
Comparison of Fuzzy C-Means and K-Means Clustering
Performance: An Application on Household Budget Survey Data . . . . . 54
Songul Cinaroglu
viiviii Contents A Hybrid Approach for Clustering and Selecting of Cloud Services Based on User Preferences Evaluation . . . . . . . . . . . . . . . . . . . . . . . . . . 63 Ouassila Hioual, Ouided Hioual, and Sofiane Mounine Hemam Basket Patterns in Turkey: A Clustering of FMCG Baskets Using Consumer Panel Data . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 71 Tolga Kaya, Ahmet Talha Yiğit, and Utku Doğruak Journey Segmentation of Turkish Tobacco Users Using Sequence Clustering Techniques . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 79 Ahmet Talha Yiğit, Tolga Kaya, and Utku Doğruak A Survey on Spherical Fuzzy Sets and Clustering the Literature . . . . . . 87 Eren Ozceylan, Baris Ozkan, Mehmet Kabak, and Metin Dagdeviren Picture Fuzzy Sets and Spherical Fuzzy Sets Picture Fuzzy Linear Assignment Method and Its Application to Selection of Pest House Location . . . . . . . . . . . . . . . . . . . . . . . . . . . . 101 Fatma Kutlu Gundogdu Simple Additive Weighting and Weighted Product Methods Using Picture Fuzzy Sets . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 110 Fatma Kutlu Gundoğdu and Eda Bolturk Evaluating Sustainable Vehicle Technologies for Freight Transportation Using Spherical Fuzzy AHP and TOPSIS . . . . . . . . . . . 118 Miguel Jaller and Irem Otay Evaluating Strategic Entry Decisions Using Spherical Fuzzy Sets . . . . . 127 Sezi Cevik Onar, Cengiz Kahraman, and Basar Oztaysi Spherical Fuzzy Cost/Benefit Analysis of Wind Energy Investments . . . 134 Sezi Cevik Onar, Basar Oztaysi, and Cengiz Kahraman A Fuzzy Pricing Model for Mobile Advertisements by Using Spherical Fuzzy AHP Scoring . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 142 Basar Oztaysi, Sezi Cevik Onar, and Cengiz Kahraman A Framework for Selection of the Best Food Waste Management Alternative by a Spherical Fuzzy AHP Based Approach . . . . . . . . . . . . 151 Aysu Melis Buyuk and Gul Tekin Temur Using Spherical Fuzzy AHP Based Approach for Prioritization of Criteria Affecting Sustainable Supplier Selection . . . . . . . . . . . . . . . . 160 Yagmur Unal and Gul T. Temur
Contents ix Estimation and Prediction Estimating Shopping Center Visitor Numbers Based on Various Environmental Indicators . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 171 Cagatay Ozdemir, Sezi Cevik Onar, and Selami Bagriyanik Predicting Customers’ Next-to-Be Purchased Products . . . . . . . . . . . . . 180 Buse Mert, Defne İdil Eskiocak, and Işıl Öztürk Estimating Breathing Levels of Asthma Patients with Artificial Intelligence Methods . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 187 Asım Sinan Yüksel and Fatma Gülşah Tan The Problem of Selection with the Fuzzy Axiomatic Design of MEMS Based Sensors in Industry 4.0 Predictive Maintenance Process . . . . . . . 195 Arif Sercan Erez, Mehmet Cakmakci, and Rasit Imrenci Fuzzy Based Noise Removal, Age Group and Gender Prediction with CNN . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 204 Ali Tunç, Sakir Taşdemir, and Murat Köklü Click Prediction in Digital Advertisements: A Fuzzy Approach to Model Selection . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 213 Ahmet Tezcan Tekin, Tolga Kaya, and Ferhan Çebi Neural Fuzzy Inference Hybrid System with Support Vector Machine for Identification of False Singling in Stock Market Prediction for Profit Estimation . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 221 Bhupinder Singh and Santosh Kumar Henge Estimation of Potential Locations of Trade Objects on the Basis of Fuzzy Set Theory . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 228 Alekperov Ramiz Balashirin Oglu and Salahli Vuqar Mamadali Oglu Surface Roughness Prediction Using ANFIS and Validation with Advanced Regression Algorithms . . . . . . . . . . . . . . . . . . . . . . . . . . 238 M. A. Vinod Kumar Predicting Likelihood to Purchase of Users for E-commerce . . . . . . . . . 246 Çağlar İçer, Deniz Parmaksız, and Altan Çakır Hesitant Fuzzy Sets Webpage Design Based on Generation Differences Using Hesitant Fuzzy Sets . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 257 M. Çağrı Budak and Sezi Çevik Onar A Hesitant Fuzzy Linguistic Group Decision Making Model for Energy Storage Unit Selection . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 265 Ahmet Aktas and Mehmet Kabak
x Contents Solar Energy Power Plant Investment Selection with Unbalanced Hesitant Fuzzy Linguistic MULTIMOORA Method Based Score-HeDLiSF . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 274 Veysel Çoban and Sezi Çevik Onar Application of Linear Programming Model in Multiple Criteria Decision Making Under the Framework of Interval-Valued Hesitant Fuzzy Sets . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 282 Tabasam Rashid and M. Sarwar Sindhu Neutrosophic Sets Evaluation of the Fourth Party Logistics Provider Under Neutrosophic Environment . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 293 Serhat Aydın, Mehmet Yörükoğlu, and Mehmet Kabak A* Algorithm Under Single-Valued Neutrosophic Fuzzy Environment . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 302 Esra Çakır and Ziya Ulukan Bipolar Neutrosophic Fuzzy Dijkstra Algorithm and Its Application . . . 311 Esra Çakır and Ziya Ulukan Physician Selection with a Neutrosophic Multi-criteria Decision Making Method . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 319 Ahmet Sarucan, M. Emin Baysal, and Orhan Engin Intuitionistic Fuzzy Sets An Intuitionist Fuzzy Method for Discovering Organizational Structures that Support Digital Transformation . . . . . . . . . . . . . . . . . . . 331 Zineb Besri and Azedine Boulmakoul Modeling Humanoid Robots Mimics Using Intuitionistic Fuzzy Sets . . . 339 Cengiz Kahraman, Sezi Cevik Onar, Basar Oztaysi, and Irem Otay Understanding the Blockchain Technology Adoption from Procurement Professionals’ Perspective - An Analysis of the Technology Acceptance Model Using Intuitionistic Fuzzy Cognitive Maps . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 347 Ayça Maden and Emre Alptekin Distance and Similarity Measures of Generalized Intuitionistic Fuzzy Soft Set and Its Applications in Decision Support System . . . . . . . . . . . 355 Muhammad Jabir Khan and Poom Kumam Intuitionistic Fuzzy Analysis of Variance of Movie Ticket Sales . . . . . . . 363 Velichka Traneva and Stoyan Tranev
Contents xi Interval Valued Intuitionistic Fuzzy Gaussian Membership Function: A Novel Extension . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 372 Janani Bharatraj An Integrated IVIF-DEMATEL and IVIF-TOPSIS Methodology for Hotel Information System Selection . . . . . . . . . . . . . . . . . . . . . . . . . 381 Gizem Erkal, Huseyin Selcuk Kilic, Zeynep Tugce Kalender, Ahmet Selcuk Yalcin, and Gulfem Tuzkaya Decision Making Using New Distances of Intuitionistic Fuzzy Sets and Study Their Application in the Universities . . . . . . . . . . . . . . . . . . . 390 Shuker Mahmood Khalil and Mohanad Abdulkareem Hasan Hasab Some New Ordered Semi-linear Spaces of Intuitionistic Fuzzy Processes and the Pair of Closely Related States . . . . . . . . . . . . . . . . . . 397 Nguyen Dinh Phu, Nguyen Nhut Hung, and Le Thi Ngoc Quynh Pythagorean Fuzzy Sets and Q-Rung Orthopair Fuzzy Sets Emergency Decision Making Problem of Power Cut in Turkey Using Pythagorean Fuzzy Thermodynamic Approach with Prospect Theory . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 415 Veysel Çoban and Sezi Çevik Onar Multi-criteria Cloud Computing Service Provider Selection Employing Pythagorean Fuzzy AHP and VIKOR . . . . . . . . . . . . . . . . . 423 Irem Otay and Tuğba Yıldız Extension of Classical Analytic Hierarchy Process Using q-Rung Orthopair Fuzzy Sets and Its Application to Disaster Logistics Location Center Selection . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 432 Seyed Amin Seyfi Shishavan, Yaser Donyatalab, and Elmira Farrokhizadeh Interval Valued q-Rung Orthopair Fuzzy Prioritized Dual Muirhead Mean Operator and Their Application in Group Decision Making . . . . 440 Salih Berkan Aydemir and Sevcan Yilmaz Gündüz Fuzzy Capital Budgeting Using Fermatean Fuzzy Sets . . . . . . . . . . . . . . 448 Duygu Sergi and Irem Ucal Sari Interval Valued q-Rung Orthopair Fuzzy EDAS Method and Its Application to Supplier Selection . . . . . . . . . . . . . . . . . . . . . . . . 457 Elmira Farrokhizadeh, Seyed Amin Seyfi Shishavan, Yaser Donyatalab, and Seyyed Hadi Seifi
xii Contents Hamacher Aggregation Operators Based on Interval-Valued q-Rung Orthopair Fuzzy Sets and Their Applications to Decision Making Problems . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 466 Yaser Donyatalab, Elmira Farrokhizadeh, Seyed Amin Seyfi Shishavan, and Seyyed Hadi Seifi Similarity Measures of q-Rung Orthopair Fuzzy Sets Based on Square Root Cosine Similarity Function . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 475 Yaser Donyatalab, Elmira Farrokhizadeh, and Seyed Amin Seyfi Shishavan The Dice (Sorensen) Similarity Measures for Optimal Selection with q-Rung Orthopair Fuzzy Information . . . . . . . . . . . . . . . . . . . . . . 484 Elmira Farrokhizadeh, Seyed Amin Seyfi Shishavan, Yaser Donyatalab, and Sohrab Abdollahzadeh Technology Selection of Indoor Location Systems Using Interval Valued Type-2 Intuitionistic Fuzzy WASPAS . . . . . . . . . . . . . . . . . . . . . 494 Basar Oztaysi, Sezi Cevik Onar, and Cengiz Kahraman Evaluating the Influencing Factors on Adoption of Self-driving Vehicles by Using Interval-Valued Pythagorean Fuzzy AHP . . . . . . . . . 503 Gozde Bakioglu and Ali Osman Atahan Evaluation of Maintenance Strategies Using Pythagorean Fuzzy TOPSIS Method . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 512 Tolga Gedikli, Beyzanur Cayir Ervural, and Durmus Tayyar Sen Multicriteria Decision Making-Applications Process Robot Automation Selection with MADM in Airline Cargo Sector . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 525 Gul Durak and A. Cagri Tolga Smart System Evaluation in Vertical Farming via Fuzzy WEDBA Method . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 534 Murat Basar and A. Cagri Tolga Blockchain Software Selection for a Maritime Organization with MCDM Method . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 543 Melis Kaska and A. Cagri Tolga Prioritization of Influence Factors for Selecting E–Learning Systems . . . 550 Ali Karasan and Melike Erdogan Special Agriculture Production Selection Using Interval Type-2 Fuzzy AHP . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 557 Sarper Alem
Contents xiii Investigating Enablers to Improve Transparency in Sustainable Food Supply Chain Using F-BWM . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 567 Anish Kumar, Sachin Kumar Mangla, Pradeep Kumar, and Yasanur Kayikci Resilience Measurement System: A Fuzzy Approach . . . . . . . . . . . . . . . 576 Merve Kadan, Gökhan Özkan, and Mehmet Hilmi Özdemir Road Selection for Autonomous Trucks in Turkey with Fuzzy AHP . . . 582 Zeynep Hasgul and Can Aytore Multi-criteria Oil Station Location Evaluation Using Spherical AHP&WASPAS: A Real-Life Case Study . . . . . . . . . . . . . . . . . . . . . . . 591 Irem Otay and Serhat Atik Managing Cultural Built Heritage in Smart Cities Using Fuzzy and Interval Multi-criteria Decision Making . . . . . . . . . . . . . . . . . . . . . 599 Mimica Milošević, Dušan Milošević, and Ana Stanojević Criteria Weighting for Blockchain Software Selection Using Fuzzy AHP . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 608 Ferhat Karayazi and Ilke Bereketli A Proposed Decision Making Methodology to Select IT Suppliers for Software Development Outsourcing in Banking Sector Using EDAS Method . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 616 Murat Levent Demircan and Algı Acarbay Analysis of Traffic Accidents to Identify Factors Affecting Injury Severity with Fuzzy and Crisp Techniques . . . . . . . . . . . . . . . . . . . . . . . 625 Tutku Tuncalı Yaman, Emrah Bilgiç, and M. Fevzi Esen Logistics Performance Index (LPI) Analysis with Using AHP and Fuzzy AHP . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 634 Emir Şahin, İrem Pala, and Berrin Denizhan Sustainable Transportation Service Provider Evaluation Utilizing Fuzzy MCDM Procedure . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 642 Mehtap Dursun and Ergun Ari Development of Assessment Model for Selection of Sustainable Energy Source in India: Hybrid Fuzzy MCDM Approach . . . . . . . . . . . . . . . . . 649 S. K. Saraswat, Abhijeet Digalwar, and S. S. Yadav Evaluation of Criteria that Affect the Sustainability of Smart Supply Chain in a Textile Firm by Fuzzy SWARA Method . . . . . . . . . . . . . . . . 658 Arzu Organ, Kevser Arman, and Ali Katrancı Green Supplier Selection Using Intuitionistic Fuzzy AHP and TOPSIS Methods: A Case Study from the Paper Mills . . . . . . . . . . . . . . . . . . . . 666 Ezgi Demir and Gözde Koca
xiv Contents InterCriteria Analysis Applied to Emerging Europe and Central Asia University Rankings . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 674 Veselina Bureva Determining Significant Factors Affecting Vaccine Demand and Factor Relationships Using Fuzzy DEMATEL Method . . . . . . . . . . 682 İkbal Ece Dizbay and Ömer Öztürkoğlu Benchmarking and Visualization of the Ergonomic Risks in a Manufacturing Plant: Joint Application of Fuzzy AHP and Treemap . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 690 Samira Keivanpour Multicriteria Decision Making-Theory An Integrated Fuzzy DEMATEL and Fuzzy Cognitive Mapping Methodology for Prioritizing Smart Campus Investments . . . . . . . . . . . 701 Ali Karasan and Cengiz Kahraman Different Approaches to Fuzzy Extension of an MCDA Method and Their Comparison . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 709 Boris Yatsalo and Alexander Korobov Multi-objective Task Scheduling in Cloud Computing Environment by Hybridized Bat Algorithm . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 718 Timea Bezdan, Miodrag Zivkovic, Eva Tuba, Ivana Strumberger, Nebojsa Bacanin, and Milan Tuba Qualitative Factors in the Fuzzy Earned Value Method . . . . . . . . . . . . . 726 Dorota Kuchta The Novel Integrated Model of Plithogenic Sets and MAIRCA Method for MCDM Problems . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 733 Abdullah Özçil, Ayşegül Tuş, Gülin Zeynep Öztaş, Esra Aytaç Adalı, and Tayfun Öztaş An Alternative Approach for Performance Evaluation: Plithogenic Sets and DEA . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 742 Gülin Zeynep Öztaş, Esra Aytaç Adalı, Ayşegül Tuş, Tayfun Öztaş, and Abdullah Özçil Multi-criteria Decision Making Problem with Intuitionistic Fuzzy Sets: A Novel Ranking Method . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 750 Hatice Ercan-Tekşen Preference-Oriented Fuzzy TOPSIS Method . . . . . . . . . . . . . . . . . . . . . 758 Alicja Mieszkowicz-Rolka and Leszek Rolka
Contents xv Intelligent Statistical Analyses A New Approach to Analyze Perceived Design Quality of Mobile Phone Using Fuzzy Hierarchical Conjoint Analysis . . . . . . . . . . . . . . . . 769 Yusra Erdem, Selcuk Cebi, and Esra Ilbahar Congestion Trajectories Using Fuzzy Gaussian Travel Time Based on Mesoscopic and Cellular Automata Traffic Model . . . . . . . . . . . . . . . 779 A. Boulmakoul, L. Karim, M. Nahri, and A. Lbath Data Mining Algorithms for Classification Model of Engineering Grade . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 788 Ching-Lung Fan A Fuzzy Strategy Analysis Simulator for Exploring the Potential of Industry 4.0 in End of Life Aircraft Recycling . . . . . . . . . . . . . . . . . . 797 Samira Keivanpour Knowledge Data Discovery (Frequent Pattern Growth): The Association Rules for Evergreen Activities on Computer Monitoring . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 807 Fauzan Asrin, Saide Saide, Silvia Ratna, and Alex Wenda Enabling Big Data Analytics at Manufacturing Fields of Farplas Automotive . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 817 Özgün Akın, Halil Faruk Deniz, Doğukan Nefis, Alp Kızıltan, and Altan Çakır Big Data Analytics Framework for Smart City Real-Time Fuzzy Complex Event Processing . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 825 Basmi Wadii, Azedine Boulmakoul, Lamia Karim, and Ahmed Lbath Cloud Based Big Data DNS Analytics at Turknet . . . . . . . . . . . . . . . . . 833 Altan Çakır, Yousef Alkhanafseh, Esra Karabıyık, Erhan Kurubaş, Rabia Burcu Bunyak, and Cenk Anıl Bahçevan A Combined Bioinspired Algorithm for Big Data Processing . . . . . . . . . 842 Elmar Kuliev, Dmitry Zaporozhets, Yury Kravchenko, and Ilona Kursitys Exploration of the Waves of Feminism Using Sentiment Based Text Mining Techniques . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 850 H. Umutcan Ay, S. Nazlı Günesen, and Tolga Kaya SVM-Based Hybrid Robust PIO Fault Diagnosis for Bearing . . . . . . . . 858 Farzin Piltan and Jong-Myon Kim Modeling Urban Traffic by Means of Traffic Density Data: Istanbul Case . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 867 Tutku Tuncalı Yaman, Hülya Başeğmez Sezer, and Emrah Sezer
xvi Contents Realising Newspaper Sales by Using Statistic Methods . . . . . . . . . . . . . 875 Onur Dogan and Omer Faruk Gurcan Extensions of Fuzzy Sets in Big Data Applications: A Literature Review . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 884 Nurşah Alkan and Cengiz Kahraman A Big Data Semantic Driven Context Aware Recommendation Method . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 894 Manuel J. Barranco, Pedro J. Sanchez, Jorge Castro, and Raciel Yera Blended Environment of Naive Bayes and Support Vector Machine (SVM) for Designing Simulation Based E-Learning Respiratory System . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 903 Anuradha Verma Babbar and Santosh Kumar Henge InterCriteria Analysis of Public Health Data in Bulgaria . . . . . . . . . . . . 910 Evdokia Sotirova, Valentin Vasilev, Sotir Sotirov, and Hristo Bozov A Case Study on Vehicle Battery Manufacturing Using Fuzzy Analysis of Variance . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 916 Abbas Parchami, Mashaallah Mashinchi, and Cengiz Kahraman New Suggestion for Fuzzy Random Variable and Its Statistical Simulation . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 924 Abbas Parchami Networks Fuzzy Centrality Analysis for Smart City Trajectories . . . . . . . . . . . . . . 933 Lamia Karim, Azedine Boulmakoul, Ghyzlane Cherradi, and Ahmed Lbath Improving Customer Experience for an Internet Service Provider: A Neural Networks Approach . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 941 Özge H. Namlı, Seda Yanık, Faranak Nouri, N. Serap Şengör, Yusuf Mertkan Koyuncu, and İrem Küçükali Segmentation of Larynx Histopathology Images via Convolutional Neural Networks . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 949 Ahmet Haşim Yurttakal and Hasan Erbay Glioma Brain Tumor Grade Classification from MRI Using Convolutional Neural Networks Designed by Modified FA . . . . . . . . . . 955 Timea Bezdan, Miodrag Zivkovic, Eva Tuba, Ivana Strumberger, Nebojsa Bacanin, and Milan Tuba Dynamic System Control Using Z-number Based Fuzzy Neural Network . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 964 Rahib H. Abiyev
Contents xvii Comprehensive Research of the Commodity Market: Theoretical, Methodological and Modern Approaches Using Neural Networks with Fuzzy Logic . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 973 Mikayilova Rena Nuru Kizi The Maximum Lexicographic Contraflow Finding in a Fuzzy Dynamic Network . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 981 Evgeniya Gerasimenko and Vladimir Kureichik An Enhanced Particle Swarm Optimization with Levy Flight for RBF Neural Network in Typical Karst Area, South China . . . . . . . 990 Zhangjun Cao, Dong Wang, and Lachun Wang A Method for Forecasting the Demand for Pharmaceutical Products in a Distributed Pharmacy Network Based on an Integrated Approach Using Fuzzy Logic and Neural Networks . . . . . . . . . . . . . . . . . . . . . . . . 998 Alekperov Ramiz Balashirin Oglu and Isgandarova Ilhama Tarlan Kizi Marketing Strategy Selection Using Fuzzy Analytic Network Process . . . 1008 Serhan Hamal, Bahar Sennaroglu, and Mahmure Övül Arıoğlu A Deep Learning Model for Skin Lesion Analysis Using Gaussian Adversarial Networks . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1015 Fatih Ergin and Ismail Burak Parlak Learning Channel-Wise Ordered Aggregations in Deep Neural Networks . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1023 Iris Dominguez-Catena, Daniel Paternain, and Mikel Galar Design of Nano-scale Synaptic Neural Network Using RRAM . . . . . . . . 1031 Ali Mohamed and Osama Rayis Neural Network-Based Control Framework for SISO Uncertain System: Passive Fault Tolerant Approach . . . . . . . . . . . . . . . . . . . . . . . 1039 Sejal Raval, Himanshukumar R. Patel, and Vipul A. Shah Forecasting the Day-Ahead Prices in Electricity Spot Market of Turkey by Using Artificial Neural Networks . . . . . . . . . . . . . . . . . . . 1048 Berna Tektaş, Aygülen Kayahan Karakul, and Rozi Mizrahi Intelligent Learning Using Formal Concept Analysis Tools in Road Environment-Type Detection . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1059 A. Boulmakoul, Z. Fazekas, L. Karim, G. Cherradi, and P. Gáspár An Intelligent Overtaking Assistant System for Autonomous Vehicles . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1068 Ersin Armağan and Tufan Kumbasar
xviii Contents Predicting Movie Ratings with Machine Learning Algorithms . . . . . . . . 1077 Sandy Çağlıyor and Başar Öztayşi Trajectory Tracking of a Quadcopter Using Adaptive Neuro-Fuzzy Controller with Sliding Mode Learning Algorithm . . . . . . . . . . . . . . . . 1084 Hasan Kemik, Mehmet Berkin Dal, and Yesim Oniz Influencer Identification System Design Using Machine Learning Techniques . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1092 Elvira Israfilova, Armagan Arslan, Nihan Yildirim, and Tolga Kaya Efficient and Real-Time Face Recognition Based on Single Shot Multibox Detector . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1100 Youngshin Ahn, Sumi Kim, Fei Chen, and Jaeho Choi Machine Learning-Based Robust Feedback Observer for Fault Diagnosis in Bearing . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1107 Farzin Piltan and Jong-Myon Kim Malfunction Detection on Production Line Using Machine Learning: Case Study in Wood Industry . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1116 Kağan Özgün, Sami Can Aklan, Ahmet Tezcan Tekin, and Ferhan Çebi Classification of Breast DCE-MRI Images via Boosting and Deep Learning Based Stacking Ensemble Approach . . . . . . . . . . . . 1125 Ahmet Haşim Yurttakal, Hasan Erbay, Türkan İkizceli, Seyhan Karaçavuş, and Cenker Biçer Machine Learning Approach for Automatic Categorization of Service Support Requests on University Information Management System . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1133 Aytuğ Onan, Erdem Atik, and Adnan Yalçın Comparative Study of Different Machine Learning Models for Remote Sensing Bathymetry Inversion . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1140 Shen Wei, Ji Qian, Rao Yali, and Meng Ran Container Terminal Workload Modeling Using Machine Learning Techniques . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1149 Üstün Atak, Tolga Kaya, and Yasin Arslanoğlu Usage of Machine Learning Algorithms for Flow Based Anomaly Detection System in Software Defined Networks . . . . . . . . . . . . . . . . . . 1156 Muhammet Fatih Akbaş, Cengiz Güngör, and Enis Karaarslan Speech Analysis with Deep Learning to Determine Speech Therapy for Learning Difficulties . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1164 Nogol Memari, Saranaz Abdollahi, Sonia Khodabakhsh, Saeideh Rezaei, and Mehrdad Moghbel
Contents xix A Compromise-Based New Approach to Learning Fuzzy Cognitive Maps . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1172 Miraç Murat and Umut Asan Fuzzy Analytics Fuzzy Analytics of Spaces’ Dynamic Use in Smart Buildings . . . . . . . . . 1183 Azedine Boulmakoul, Abdellah Daissaoui, Ahmed Lbath, and Lamia Karim Object Monitoring Under Z-Information Based on Rating Points . . . . . 1191 Olga M. Poleshchuk An Intelligent Decision Support System: Application of Fuzzy Tools and System Dynamics Modelling . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1199 Merve Kadan, Gökhan Özkan, and Mehmet Hilmi Özdemir Fuzzy Uncertainty Modelling in Cost and Cash Flow Forecasting in Project . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1206 Dorota Kuchta and Adam Zabor Fuzzy System for Building Energy Flows Management . . . . . . . . . . . . . 1216 Penka V. Georgieva Fuzzy RFM Analysis: An Application in E-Commerce . . . . . . . . . . . . . 1225 Basar Oztaysi and Mert Kavi A New Structure of Nullnorms on Bounded Lattices . . . . . . . . . . . . . . . 1233 Gül Deniz Çaylı A New Perspective to Design Phase of Water Supply Systems from Aspect of Water Demand Using Fuzzy Automation . . . . . . . . . . . . 1242 Halid Akdemir, Ayşegül Alaybeyoğlu, and Ali Danandeh Mehr Fuzzy Cognitive Map Based PI Controller Design . . . . . . . . . . . . . . . . . 1250 Aykut Denizci, Sinan Karadeniz, and Cenk Ulu On 2-Fuzzy Metric Spaces . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1258 Elif Güner and Halis Aygün Some Properties of Partial Fuzzy Metric Topology . . . . . . . . . . . . . . . . 1267 Ebru Aydogdu, Başak Aldemir, Elif Güner, and Halis Aygün Fuzzy Classifier Based Colorimetric Quantification Using a Smartphone . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1276 Öykü Berfin Mercan and Volkan Kılıç LabHub: A New Generation Architecture Proposal for Intelligent Healthcare Medical Laboratories . . . . . . . . . . . . . . . . . . . 1284 Bengi Tugcu Idemen, Emine Sezer, and Murat Osman Unalir
xx Contents Center-of-Gravity Real Options Method Based on Interval-Valued Fuzzy Numbers . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1292 Jani Kinnunen, Irina Georgescu, and Mikael Collan Fusing Fuzzy Preferences in Contexts of Social Choice: Towards a Topological Structure . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1301 María Jesús Campión, Esteban Induráin, and Armajac Raventós-Pujol Understanding the Behavior of Zadeh’s Extension Principle for One-to-One Functions by R Programming Language . . . . . . . . . . . . 1309 Abbas Parchami and Parisa Khalilpoor Intuitionistic Fuzzy Z-numbers . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1316 Irem Ucal Sari and Cengiz Kahraman Risk Assessment Risk Assessment of R&D Activities Using Intuitionistic Fuzzy AHP and FIS . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1327 Esra Ilbahar, Selcuk Cebi, and Cengiz Kahraman Risk Matrix Technique Based Fuzzy MCDM Risk Assessment Method and Application in Glass Industry . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1336 Sukran Seker A New Risk Assessment Approach for Occupational Health and Safety Applications . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1345 Selcuk Cebi Intuitionistic Fuzzy Group Decision Making on Risk Assessment and Control Efficiency of Accounting Information Systems with TOPSIS . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1355 Aygülen Kayahan Karakul, Rozi Mizrahi, and Berna Tektaş Evaluation of Occupational Safety Risk in Underground Mining Using Fuzzy Bayesian Network . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1363 Fatma Yaşlı and Bersam Bolat Risk Analysis for Digitalization Oriented Sustainable Supply Chain Using Interval-Valued Pythagorean Fuzzy AHP . . . . . . . . . . . . . . . . . . . 1373 Nurşah Alkan Intelligent Quality Design for Six Sigma and Process Capability Using Penthagorean Fuzzy Sets . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1385 Elif Haktanır and Cengiz Kahraman
Contents xxi Defects Control Charts Using Interval-Valued Penthagorean Fuzzy Sets . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1396 Elif Haktanır and Cengiz Kahraman Fuzzy AHP Based Prioritization and Taxonomy of Information Quality Factors in Accounting Information Systems . . . . . . . . . . . . . . . 1407 Rozi Mizrahi, Berna Tektaş Aygülen, and Kayahan Karakul Analytical Techniques to Compute Cp and Cpm Capability Indices by R Software . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1415 Abbas Parchami Heuristics Proposal of Genetic Algorithm Approach for Solving Single Machine Scheduling Problem Under Learning Effect . . . . . . . . . . . . . . . . . . . . . . 1423 Derya Deliktas and Mustafa Urhan Hybrid Krill Herd Algorithm with Particle Swarm Optimization for Image Enhancement . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1431 Elnaz Pashaei, Elham Pashaei, and Nizamettin Aydin Distributed Fuzzy Permutation Flow Shop Scheduling Problem: A Bee Colony Algorithm . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1440 M. Emin Baysal, Ahmet Sarucan, Kadir Büyüközkan, and Orhan Engin Fuzzy Metaheuristics: A State-of-the-Art Review . . . . . . . . . . . . . . . . . . 1447 Nurşah Alkan and Cengiz Kahraman Fuzzy and Evolutionary Algorithms for Transport Logistics Under Uncertainty . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1456 Yuriy Kondratenko, Galyna Kondratenko, Ievgen Sidenko, and Mykyta Taranov Using GA for Locating Post-disaster Field Hospitals: The Case of Istanbul . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1464 Yesim Komurcu and Seda Yanik Optimization Optimization of Spatial-Time Planning Resource Allocation Under Uncertainty . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1475 Olesiya Kosenko, Alexander Bozhenyuk, Stanislav Belyakov, and Margarita Knyazeva Solving Fuzzy Multi-objective Linear Programming Problems Using Multi-player Zero-Sum Game . . . . . . . . . . . . . . . . . . . . . . . . . . . 1483 Gizem Temelcan, Inci Albayrak, Hale Kocken, and Mustafa Sivri
xxii Contents A Bioinspired Algorithm for Improving the Effectiveness of Knowledge Processing . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1491 Ilona Kursitys, Yury Kravchenko, Elmar Kuliev, and Alexandr Natskevich Spatial Coherence Radius of Plane Wave Propagating in Anisotropic Maritime Atmospheric Turbulence . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1499 Bing Guan, Fei Chen, and Jaeho Choi A Comparative Performance Analysis of Consensus Models Based on a Minimum Cost Metric . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1506 Á. Labella, R. M. Rodríguez, and L. Martínez Pedestrian Detection Based on Improved Mask R-CNN Algorithm . . . . 1515 Wenjun Yu, Sumi Kim, Fei Chen, and Jaeho Choi A Revised Weighted Fuzzy C-Means and Center of Gravity Algorithm for Probabilistic Demand and Customer Positions . . . . . . . . . . . . . . . . . 1523 Engin Bayturk, Sakir Esnaf, and Tarik Kucukdeniz Mobile Application Based Automatic Caption Generation for Visually Impaired . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1532 Özkan Çaylı, Burak Makav, Volkan Kılıç, and Aytuğ Onan Chaos Control of BLDC Motor via Fuzzy Based PID Controller . . . . . . 1540 Alkım Gökçen, Mehmet Uğur Soydemir, and Savaş Şahin Sustainability Oriented Scheduling Procedure for Public Projects . . . . . 1548 Dorota Kuchta and Ewa Marchwicka Optimization of an Oil Refinery Valuation System Through the Intuitionistic Fuzzy InterCriteria Analysis . . . . . . . . . . . . . . . . . . . . 1555 Velichka Traneva and Stoyan Tranev Double Edge–Vertex Domination . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1564 Bünyamin Şahin and Abdulgani Şahin Order Acceptance Scheduling on a Single Machine with Energy Aspects . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1573 Mariam Bouzid, Oussama Masmoudi, and Alice Yalaoui The Analysis of Human Oriented System of Weighted Fuzzy Petri Nets for the Passenger Transport Logistics Problem . . . . . . . . . . . . . . . 1581 Zbigniew Suraj, Oksana Olar, and Yurii Bloshko Concepts and Methods of “Digital Twins” Models Creation in Industrial Asset Performance Management Systems . . . . . . . . . . . . . 1589 Nodirbek Yusupbekov, Fakhritdin Abdurasulov, Farukh Adilov, and Arsen Ivanyan
Contents xxiii Finding the Optimal Features Reduct, a Hybrid Model of Rough Set and Polar Bear Optimization . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1596 Amer Mirkhan and Numan Çelebi Design and Manufacture a Vehicle Auxiliary System Model Controlled by Using Smartphone . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1604 Nguyen Phu Thuong Luu A Study on Vehicle Air Condition System Model Controlled by Using Smartphone . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1612 Nguyen Phu Thuong Luu Multi-shift Single-Vehicle Routing Problem Under Fuzzy Uncertainty . . . 1620 F. Nucci On Merrifield-Simmons Index of Trees . . . . . . . . . . . . . . . . . . . . . . . . . 1628 Bünyamin Şahin A Fuzzy Goal Programming Model to Evaluate Green Energy Alternatives . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1635 Beyzanur Cayir Ervural Application of Fuzzy Logic Model for Correct Lighting in Computer Aided Interior Design Areas . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1644 Rahib Imamguluyev Review and Discussion Papers Extensions of Ordinary Fuzzy Sets: A Comparative Literature Review . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1655 Cengiz Kahraman, Basar Oztaysi, Irem Otay, and Sezi Cevik Onar Systematic Literature Review for Work Sampling with IOT Technology in Retail Store Operations . . . . . . . . . . . . . . . . . . . . . . . . . . 1666 Gizem Omeroglu, Abdullah Ertug, and Aysegul Ozkavukcu Engineering Economics Using Fuzzy Sets: A Literature Review . . . . . . 1675 Eda Boltürk Scientific Cooperation in the Field of Economics in Selected European Countries . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1683 Paweł Lula, Urszula Cieraszewska, and Monika Hamerska Sentiment Analysis on Students’ Evaluation of Higher Educational Institutions . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1693 Mansur Alp Toçoğlu and Aytuğ Onan Author Index . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1701
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