15th International Conference on Applications of Fuzzy Systems, Soft Computing and Artificial Intelligence Tools – ICAFS-2022

Preface
Organization
Keynote Speeches
	Summarization of Bimodal Information from Large Data Sets
	A System of Systems Framework for Intelligence in Autonomy, Big Data Analytic and Applications
	Granular Knowledge Transfer and Knowledge Distillation: At the Junctions of Machine Learning and Granular Computing
	Quo Vadis AI?
	Contents
On Some De Novo Type Approaches to Fuzzy Decision Making, Optimization and Control: An Application to Sustainable Regional Development
The Ideas of L. Zadeh and R. Aliev in the 3rd Generation of Artificial Intelligence
Multiattribute Decision Making in Material Selection Under Z-Valued Information
	1 Introduction
	2 Preliminaries
	3 Statement of the Problem
	4 Solution Method
	5 Conclusion
	References
Maximum Dynamic Evacuation Modelling in Networks in Fuzzy Conditions with Partial Lane Reversal
	1 Introduction
	2 Preliminaries and Problem Statement
	3 Definition of Maximum Dynamic Evacuation Flow with Lane Reversal
	4 Example
	5 Conclusion and Future Scope
	References
Z-Number-Based Similarity Reasoning in Control Systems
	1 Introduction
	2 Preliminaries
	3 Statement of the Problem
	4 Application of Numerical Example
	5 Conclusion
	References
Design of Quasi-Resonant Flyback Converter Integrated by Fuzzy Controller
	1 Introduction
	2 Controllers Design
		2.1 Design QRFBC Using Fuzzy Logic Controller
		2.2 Methodology of Investigation of QRFBC Controlled by FLC
		2.3 Testing the QRFBC Controlled by PI Controller
	3 Results and Discussions
	4 Conclusion
	References
Experimental Selecting Appropriate Fuzzy Implication in Traffic IF-Then Rules
	1 Introduction
	2 Preliminaries
	3 Statement of the Problem
	4 Conclusion
	References
Prediction of Cold Filter Plugging Point of Different Types of Biodiesels Using Various Empirical Models
	1 Introduction
	2 Material and Methods
		2.1 Data
		2.2 Machine Learning Models (MLMs)
		2.3 QM and MLR models
	3 Results and Discussion
		3.1 Estimating the CFPP Using MLPNN and RBFNN
		3.2 Estimating the CFPP Using QM and MLR
		3.3 Performance Evaluation of Proposed Models
	4 Conclusions
	References
Comparison of Fuzzy Solution Approaches for a Bilevel Linear Programming Problem
	1 Introduction
	2 A BLP Problem for an Industrial Symbiosis Network
	3 Fuzzy Solution Approaches for the BLP Problem
		3.1 Fuzzy Programming Approach – FPA
		3.2 Fuzzy Goal Programming – FGP
	4 Computational Results
	5 Conclusion
	References
Decision Making on Students’ Performance Estimation
	1 Introduction
	2 Preliminaries
	3 Statement of the Problem
	4 Application
	5 Conclusion
	References
A Comparative Analysis of the Different CNN Models Using Fuzzy PROMETHEE for Classification of Kidney Stone
	1 Introduction
	2 Materials and Methods
		2.1 Dataset
		2.2 Deep Learning Models
		2.3 Evaluation Methods
	3 Fuzzy-Based MCDM Models
	4 Results
	5 Conclusion
	References
Developing Efficient Frontier for Investment Portfolio: A Fuzzy Model Approach
	1 Introduction
	2 Preliminaries
	3 Problem Definition and Solution Method
	4 Conclusion
	References
Impact of Online Education Classes on Students’ Satisfaction: The Case of Near East University
	1 Introduction
	2 Research Method
		2.1 Participants
		2.2 Data Collection Tools
		2.3 Data Analysis
		2.4 Results
		2.5 Discussion
	3 Conclusion and Recommendation
	References
Decision Making on Selection of Ferritic Stainless Steel
	1 Introduction
	2 Preliminaries
	3 Statement of the Problem
	4 Application
	5 Discussion and Conclusion
	References
Multicriteria Group Decision Making on Information System Project Selection Using Type-2 Fuzzy Set
	1 Introduction
	2 Preliminaries
	3 Statement of the Problem
	4 Solution of the Problem
	5 Conclusion
	References
Forecasting Demand in the Commodity Market of Food Products Using Neural Networks
	1 Introduction
	2 Basic Definitions
	3 Choosing a Neural Network Architecture for Predicting the Coefficient of Demand Elasticity
	4 Conclusion
	References
Introducing Uncertainty-Based Dynamics in MADM Environments
	1 Introduction
	2 TOPSIS
	3 An Illustrative Numerical Exercise
	4 Perception-Based Evaluation Intervals
		4.1 Value Functions
	5 Analysis
	6 Conclusions
	References
Analyzing the Digital Marketing Strategies Role in Post Pandemic Recovery Period
	1 Introduction
	2 Preliminaries
	3 Statement of the Problem
	4 Solution of the Problem
	5 Conclusion
	References
Artificial Intelligence and Digital Economy: Development Prospects
	1 Introduction
	2 Artificial Intelligence: Historical Aspect
	3 Contribution of AI Technologies to Economic Activity
	4 Projected Gap Between Countries, Companies and Workers
	5 Conclusion
	References
Evaluation of Logistics Services of Airlines in the Azerbaijan Passenger Transportation Market
	1 Introduction
	2 Statement of the Problem
	3 Estimation of Airlines Using a Fuzzy Inference System
	4 Identification of Weights of Evaluation Criteria
	5 Estimating Airlines Using the Fuzzy Maximin Convolution Method
	6 Evaluation of Airlines by Pareto Rules and Bord Method
	7 Conclusion
	References
Customer Characteristics in Digital Marketing Model
	1 Introduction
	2 Preliminaries
	3 Statement of the Problem
	4 Solution of the Problem
	5 Conclusion
	References
Estimation of Countries’ Economic Development by Using Z-Number Theory
	1 Introduction
	2 Preliminaries
	3 Statement of the Problem
	4 Solution of the Problem
	5 Conclusion
	References
Fuzzy Approach to Explainable Artificial Intelligence
	1 Introduction
	2 Review of Fuzzy Rules Extraction Algorithms
	3 Rule Extraction Algorithm Based on Decision Trees
		3.1 Rule Extraction Algorithm
		3.2 Rules Extraction from ANN Based on the Decision Trees
	4 Discussion
	References
Z-Numbers Based Evaluation of Expert Opinions on Agricultural Structure
	1 Introduction
	2 Statement of the Problem
	3 The Algorithm and Solution of the Problem
	4 Conclusions
	References
Pareto-Optimality-Based Investigation of Quality of Fuzzy IF-THEN Rules
	1 Introduction
	2 Preliminaries
	3 Statement of the Problem
	4 Solution of the Problem by Using Numerical Example
	5 Conclusion
	References
Predicting Solar Power Generated by Grid-Connected Two-Axis PV Systems Using Various Empirical Models
	1 Introduction
	2 Material and Methods
		2.1 Study Area and Data
		2.2 Adaptive-Neuro Fuzzy Inference System (ANFIS)
		2.3 Response Surface Methodology
	3 Results and Discussion
		3.1 Modeling with ANFIS
		3.2 Modeling with RSM
		3.3 Performance Evaluation of ANFIS and RSM
	4 Conclusions
	References
Z-Preferences in Consumer Buying Behavior
	1 Introduction
	2 Preliminaries
	3 Statement of the Problem
	4 Solution of the Problem
	5 Conclusion
	References
Prediction of the Power Output of a 4.5 kW Photovoltaic System Using Three Empirical Models: A Case Study in Nahr El-Bared, Lebanon
	1 Introduction
	2 Material and Methods
		2.1 Study Area and Data
		2.2 Machine Learning Models (MLMs)
		2.3 Response Surface Methodology
	3 Results and Discussion
		3.1 Estimating the PV-Power Using MFFNN and CFNN
		3.2 Estimating the PV Power Using RSM
		3.3 Performance Evaluation of MFFNN, CFNN, and RSM
	4 Conclusions
	References
Z-Decision Making for the Selection of IT Engineers
	1 Introduction
	2 Preliminaries
	3 Statement of the Problem
	4 Solution of the Problem
	5 Conclusion
	References
Optimal Implicatıon Based Fuzzy Control System for a Steam Generator
	1 Introduction
	2 Statement of the Problem
	3 Solution of the Problem
	4 Conclusion
	References
Prediction of Runoff Using Artificial Neural Networks, MLR Regression, and ARIMA Model (A Case Study: Bared River, Lebanon)
	1 Introduction
	2 Material and Methods
		2.1 Data
		2.2 Machine Learning Models (MLMs)
		2.3 ARIMA Model
		2.4 MLR Model
	3 Results and Discussion
		3.1 Estimating the Runoff Using MLPNN and RBFNN
		3.2 Estimating the Runoff Using ARIMA and MLR
		3.3 Performance Evaluation of Proposed Models
	4 Conclusions
	References
Devices with Fuzzy Logic Control of Artificial Lung Ventilation
	1 Methods and Models
	2 Statement of the Problem and Its Solution
	3 Conclusions
	References
Structural Analysis of Piston Machines by Using Computer Software
	1 Introduction
	2 The Mechanical and Thermodynamically Analysis of the Piston Machines
	3 Dynamical Parameters for the Piston Machine
	4 Modeling and Meshing of the Connecting Rod
	5 Conclusions
	References
Using of Conventional Neural Network to Diagnose Scabies by Dermoscopy
	1 Introduction
	2 Materials and Method
		2.1 Datasets
		2.2 Data Preparation
		2.3 Data Augmentation
		2.4 CNN
		2.5 Activation Function
		2.6 Fully-Connected Layer
		2.7 Optimizer Adam
		2.8 Transfer Learning
	3 Experiments
		3.1 Experimental Results and Analysis
	4 Conclusion
	References
Determination of the Dynamic and Interactive Event in Exascale Computing Systems via Request Clustering
	1 Introduction
	2 Dynamic and Interactive Event
	3 Grouping of the Requests Using Their Requirements
	4 Argument
	5 Conclusion
	References
Evaluation of Techniques Used in Phenol Removal from Wastewater Using Fuzzy PROMETHEE Method
	1 Introduction
		1.1 Techniques Applied in Phenol Removal in Wastewater
	2 Materials and Methodology
		2.1 PROMETHEE (Preference Ranking Organization Method for Enrichment Evaluations)
	3 Results and Discussion
	4 Conclusion
	References
Research of the Manufacturing Quality of Plastic Details with Complex Forms of Connection
	1 Introduction
	2 Optimal Control of Technological Regimes
	3 Establishing the Mathematical Dependence Between the Quality Indicators (Shrinkage and Strength) of Details on the Pressing Temperature
	4 Discussion and Conclusions
	References
Tableaux Deduction System for Fuzzy Logic with Estimates of Fuzziness Values
	1 Introduction. Main Definitions
	2 Equivalences in the Logic of Estimates LE
	3 System Σ
	4 Completeness of the System Σ for Logic of Estimates LE
	5 Deduction in the Logic of Estimates LE
	References
Research of Bitumen-Based Asphalt Compositions Using Neural Network
	1 Introduction
	2 Materials Used in Practice
	3 Methodology of Sample Preparation
	4 Results and Discussion
	5 Conclusion
	References
Logical-Linguistic Model for Reactor Cleaning from Impurities
	1 Introduction
	2 Statement of the Problem
	3 Fuzzy Control Algorithm
	4 Conclusion
	References
Quantitative Assessment of the Risk of Failure and Vulnerability of Oil and Gas Pipelines at Underwater Crossings
	1 Introduction
	2 Modeling of the Process of General Erosion
	3 Application of the Model
	4 Conclusions
	References
Prediction of Energy Consumption in Residential Buildings Using Type-2 Fuzzy Wavelet Neural Network
	1 Introduction
	2 T2-FWNN Model for Energy Consumption
	3 Simulations
	4 Conclusions
	References
Modeling the Interaction of Components of a Distributed Information and Communication Environment
	1 Introduction
	2 Conceptual Representation of a Behavioral Model of a Distributed Information Space
	3 Conclusion
	References
Fuzzy Approach to Analysis of the Temporal Variability of the Vegetation in a Specific Area
	1 Introduction
	2 Problem Definition
	3 FTS: Initial Steps for Building a Predictive Model
	4 Modeling the NDVI FTS
	5 Conclusion
	References
Application of Fuzzy TOPSIS in Server Selection Problem
	1 Introduction
	2 Fuzzy TOPSIS Method
	3 Server Selection Problem Solving
	4 Conclusion
	References
Fuzzy Inference Based Quadcopter Flight Regulation Under Overland Monitoring
	1 Introduction
	2 Problem Formulation
	3 Fuzzy Inference System for Quadcopter Autopilot Regulation
	4 Conclusion
	References
Fuzzy Logic Analysis of Parameters Affecting Students’ Satisfaction with Their Life at University
	1 Introduction
	2 Research Problem
	3 Data Collection and Data Analysis
	4 The Analysis Process of Satisfaction Values Using Fuzzy Logic
	5 Conclusion
	References
Investigation of Submarine Pipeline Failure Accidents in Deepwater Based on the Fuzzy Analytical Hierarchy Process
	1 Introduction
	2 Materials and Methods
	3 Solution of the Problem
	4 Conclusion
	References
Healthy Weight Estimation by Using Fuzzy Concept
	1 Introduction
	2 Methodology
	3 Statement of the Problem
	4 Solution of the Problem
	5 Conclusion
	References
Using Residual Learning in the Food Processing Sector: The Case of Banana Sorting
	1 Introduction
		1.1 Dataset
	2 Transfer Learning of ResNet-50
	3 Results and Discussion
	4 Conclusion
	References
Electre Method for Supermarket Selection Under Imperfect Information
	1 Introduction
	2 Methodolody
	3 Numerical Example
	4 Conclusion
	References
Study of Gas Dynamic Processes of Drainage Zone of Oil Wells
	1 Introduction
	2 Conclusions
	References
Appling Fuzzy Inference Logic System to Dynamic Model of Gross Domestic Product (in Case of Azerbaijan)
	1 Introduction
	2 The Dynamic Model of GDP with Two Controls
	3 Conclusion
	References
Analysis of Knee Osteoarthritis Grading Using Deep Learning
	1 Introduction
	2 Materials and Methods
	3 Results
	4 Discussion
	References
Navigation of a Mobile Robot Based on Fuzzy Images in an Uncertain Environment
	1 Introduction
	2 Visual Image Processing
		2.1 Fuzzy Image Processing
	3 Simulation of the System
	4 Conclusion
	References
Comparison of Oil Quality of Various Fields Based on Fuzzy Cluster Analysis
	1 Introduction
	2 Brief Analysis of Existing Works
	3 Application of Fuzzy Clustering to Modeling Relationship Between Oil Properties and Difficulty of Oil Extraction
	4 Conclusion
	References
Interdisciplinary Nature of Borderline Disciplines: A Transition from Binary Logic to Fuzzy Logic
	1 Introduction
	2 Preliminaries
		2.1 Membership Characteristic Function
		2.2 Intersection of Fuzzy Sets
		2.3 Fuzzy Logic Dialogical “Both-And” Approach
	3 Borderline Disciplines as an Interdisciplinary Field of Research
	4 Criticism of “Either/Or” Approach to Borderline Disciplines
	5 Logic of Interdisciplinarity – Fuzzy Logic
	6 Borderline Disciplines in the Light of Fuzzy Logic
	7 Conclusion
	References
Decision Making in Hepatitis B Diagnosis by Using Fuzzy Expert System: Case of Near East Hospital
	1 Introduction
	2 The Fuzzy Expert SYSTem’s Working Principle
	3 Methodology
	4 Computer Simulation
	5 Conclusion
	References
Application of Leointief’s Input-Output Model of Azerbaijan Economy Under Fuzzy Information
	1 Introduction
	2 Leontief’s Model Described by Fuzzy Linear Equations
	3 Technology Matrix  A"0365 A with Fuzzy Entries
	4 Leontief Model of the Azerbaijani Economy Described by Fuzzy Linear Equations
	5 Conclusion
	References
Simulation of Fractal Kinetics of Thermooxidation of Polymer Melts Based on Fractional Differential Equations
	1 Introduction
	2 Analysis of Existing Works
	3 Results of Experimental Studies
	4 Conclusion
	References
Fuzzy Models for Calculation of Oil and Gas Reserves
	1 Introduction
	2 Problem Statement
	3 Calculation of Oil Reserves Based on the Theory of Fuzzy Sets
	4 Conclusion
	References
Vendor Selection by Using Ideal Solution Methodology with Fuzzy Numbers
	1 Introduction
	2 Preliminaries
	3 Statement and Solution of the Problem
	4 Conclusion
	References
Selection Core Banking System by Using Fuzzy AHP and Fuzzy TOPSIS Hybrid Method
	1 Introduction
	2 Preliminaries
	3 Statement of the Problem
	4 Conclusion
	References
Performance Analysis of Machine Learning Algorithms for Medical Datasets
	1 Introduction
	2 Materials and Methods
		2.1 Datasets
		2.2 Machine Learning Models
		2.3 Design of Experiments and Evaluation
	3 Results
		3.1 Results of Binary Classification Experiments
		3.2 Results of Multi-class Experiments
	4 Discussions
	5 Conclusion
	References
Difference Between Digital Marketing and Traditional Marketing Models  
	1 Introduction
	2 Preliminaries
	3 Difference Between Digital Marketing and Traditional Marketing Concepts
		3.1 Traditional Marketing Model
		3.2 Digital Marketing Model
	4 Statement of the Problem
	5 Solution of the Problem
	6 Conclusion
	References
Determination of Green Field Plants Most Suitable for Geographical Features of Places with Fuzzy Logic Methods
	1 Introduction
	2 Purpose of the Research
	3 The Research Method
		3.1 Classification by Decision Tree Method
		3.2 Fuzzy Application
	4 Conclusion
	References
Z-Information Based MCDM Model for Assessing Green Energy Resources: A Case of Resort and Tourism Areas
	1 Introduction
	2 Definitions and Operations with Z-numbers
		2.1 Z-Number-Based ORESTE Method
	3 Results
		3.1 Application of Z-numbers Based ORESTE
		3.2 Application of the Z-TOPSIS
	4 Discussions and Conclusion
	References
Assessing the Impact of Innovations on the Volume of Production of the Final Product in a Fuzzy Information Environment
	1 Introduction
	2 Calculation of the Final Product of the Region Using a Production Function that Takes into Account the Innovation Factor
	3 Estimation Results of Output (Y) Using the Fuzzy Cobb-douglas (Innovation) Model
	4 Conclusion
	References
Application of WASPAS Method to Data Platform Selection Under Z-Valued Information
	1 Introduction
	2 Preliminaries
	3 Statement of the Problem and a Solution Method
	4 Conclusion
	References
Using Deep Learning Algorithm for Prediction and Detection of Covid-19
	1 Introduction
	2 Machine Learning Algorithm
	3 Methodology of the Process
	4 Result of Prediction and Detection
	5 Conclusion
	References
Fuzzy Logic-Based Planning of the Behavior of Autonomous Vehicles
	1 Introduction
	2 Models and Methods
	3 Statement of the Problem and Simulation of the System
	4 Conclusion
	References
Digitization of Centrifugal Compressor Asset as One of Key Elements of Overall Digitized Industrial Plant
	1 Introduction
	2 Description of Scientific-Technical Solution
	3 Conclusion
	References
Investment Decision Making by Using Natural Language Processing
	1 Introduction
	2 Preliminaries
	3 Statement of the Problem
	4 Solution of the Problem
	5 Conclusion
	References
Multi-attribute Decision Making Under Z-Set Valued Uncertainty
	1 Introduction
	2 Preliminaries
	3 Statement of the Problem and a Solution Method
		3.1 Hurwicz Approach
		3.2 Fair Price Approach [1]
	4 Numeric Example
	5 Conclusion
	References
Fuzzy Processing of Hydrodynamic Studies of Gas Wells Under Uncertainty
	1 Introduction
	2 Statement of the Problem
	3 Method
	4 Results
	5 Discussion
	6 Conclusion
	References
Fuzzy Modeling for Marketing Plan Development
	1 Introduction
	2 Fuzzy c-means Method
	3 Statement of the Problem and Solution
	4 Discussion and Conclusion
	References
Solving Employee Selection Problem Under Fuzzy-Valued Information
	1 Introduction
	2 Preliminaries
	3 Statement of the Problem
	4 Solution of the Problem
	5 Conclusion
	References
The Use of Fuzzy Numbers for the Rational Choice of the Structure of the Distribution Channel of Goods
	1 Introduction
	2 Basic Definitions
	3 Method for the Rational Choice of the Structure of the Distribution Channel of Goods
	4 An Example for the Rational Choice of the Structure of the Distribution Channel for the Company’s Product with Certain Characteristics
	5 Conclusion
	References
“Dede Korkud” Epos in Light of Fuzzy Logic
	1 About Fuzzy Logic Facets [1, 2]
	2 Evaluating Fuzzy Uncertainties in “Dede-korkud” Text
	3 Conclusion
	References
Toward Z-Number-Based Classification of Dataset
	1 Introduction
	2 Statement of Problem
	3 Solution Approach
	4 An Application
	References
Application of Enterprise Solution Software for a Hotel Chain
	1 Introduction
	2 Materials and Methods
	3 Research Findings and Results
	4 Conclusion
	5 Conflicts of Interest
	References
Fuzzy Logic Modelling of the Relationship Between Attitudes Towards Military Services and Soldiers’ Self-esteem
	1 Introduction
	2 Set of Problem
	3 Methodology
		3.1 Design the Attitude Scale
	4 Fuzzy Logic Modelling the Impact of ATMS on the Self-esteem of Soldiers
	5 Conclusion
	References
Applying Type-2 Fuzzy TOPSIS Method to Selection of Facility Location
	1 Introduction
	2 Preliminaries
	3 Statement of Problem and Solution Procedures
	4 Conclusion
	References
Applying a Fuzzy-Set Approach to Assessing Capital Flight Management: Empirical Research from Azerbaijan
	1 Introduction
	2 Methodology
	3 Validity of the Use of the Fuzzy Set Approach
	4 Practical Calculation of a Multicriteria Problem
	5 Conclusion
	References
Decision Making with Z-Bounded Interval Preference
	1 Introduction
	2 Preliminaries
	3 Statement of the Problem and Solution Methods
	4 Example
	5 Conclusion
	References
Teacher Assessment Model with Basic Uncertain Information
	1 Introduction
	2 Preliminiaries
	3 Statement of the Problem
	4 Solution of the Problem
	5 Conclusion
	References
Design of Receiver in Fuzzy-Chaotic Communication Systems
	1 Introduction
	2 Preliminaries
	3 Problem Statement and Solution
	4 Experimental Investigation
	5 Conclusion
	References
Smart Traffic Monitoring and Control System
	1 Introduction
	2 Literature Analysis and Problem Statement
	3 Problem Solving and Basic Material
	4 Conclusion
	References
Extension of Delphi Method to Z-Environment
	1 Introduction
	2 Z-Number Related Some Preliminary Information
	3 Z-Valued Delphi Steps
	4 Numerical Example
	5 Conclusion
	References
Analysis of Intelligent Interfaces Based on Fuzzy Logic in Human-Computer Interaction
	1 Introduction
	2 Interface Assessment Methods
		2.1 Expert Appraisals and Heuristics
	3 Fuzzy Logic and Expert Systems
	4 Conclusion
	References
Determination of the Uncertainty of the Parameters of Oxidative-Reduction Reactions of Titanomagnetites
	1 Introduction
	2 Thermodynamics of Oxidative Reduction Reactions of Titanomagnetites
		2.1 Determination of Reaction Conditions by Using MGA
	3 Results and Discussion
	4 Conclusions
	References
Solving Problem of Unit Commitment by Exchange Market Algorithm and Dynamic Planning Method
	1 Introduction
	2 Methods
		2.1 Forward Dynamic Programming Approach
		2.2 Formation of the Priority Table
		2.3 Exchange Market Algorithm
	3 Problem Formulation
	4 Applying the Proposed Method to the Unit Commitment Problem
	5 Simulation and Results
	6 Conclusion
	References
Regular Identification Algorithms for a Special Class of Neuro-Fuzzy Models ANFIS
	1 Introduction
	2 Problem Definition
	3 Solution
	4 Conclusion
	References
Author Index