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Toward an Analysis of World Regions by Clustering of Countries Based on Knowledge Economy Subindexes 16th

Toward an Analysis of World Regions by Clustering of Count...

引用

16th International Conference on Application of Fuzzy systems, Soft Computing and Artificial Intelligence Tools, ICAFS 2023

作者： Akhundov, V.J. Imamalizade, Ch. A. Research Laboratory of Intelligent Control and Decision Making Systems in Industry and Economics Azerbaijan State Oil and Industry University 20 Azadlig Avenue BakuAZ1010 Azerbaijan

ISBN: (纸本)9783031725050

The paper considers analysis of the knowledge economy of regions in the aspect of the possibilities of applying the technologies of "industry 4.0". The main objective of the article is to analyze the level of application of industry 4 based on knowledge sub-indices by regions of the world. In the calculation process was used the k-means++ clustering method. The main results can be considered as a first step toward description of typical forms of knowledge economy profiles in the world. These results can be used to assess the level of the industry 4.0 economy in countries and regions, as well as in developing long-term programs. © The Author(s), under exclusive license to Springer Nature Switzerland AG 2025.

关键词： industry 4.0 k-means++ knowledge economy indicators knowledge production

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Application of Leointief’s Input-Output Model of Azerbaijan Economy Under Fuzzy Information 15th

Application of Leointief’s Input-Output Model of Azerbaijan...

引用

15th International Conference on Application of Fuzzy systems, Soft Computing and Artificial Intelligence Tools, ICAFS 2022

作者： Axundov, V.J. Research Laboratory of Intelligent Control and Decision Making Systems in Industry and Economics Azerbaijan State Oil and Industry University Azadlig Ave. 20 BakuAZ1010 Azerbaijan

ISBN: (纸本)9783031252518

In this study, the economy of Azerbaijan is analyzed using the fuzzy approach. The main goal of the work is to achieve an optimal solution to the problem of calculating the matrix of social accounts in terms of probable changes in various ranges using mathematical methods of fuzzy set theory. In Leontief’s input-output model, the expected impact of changes in the volume of the final product (Yi) on the total product (Xi) was calculated using fuzzy set theory. In the study, calculations were made to study the effect of an increase or decrease in the final product of the agricultural sector on other sectors using fuzzy values of the matrix Ã. © 2023, The Author(s), under exclusive license to Springer Nature Switzerland AG.

关键词： Fuzzy sets

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An Application of the Z-Number Concept to Dynamic decision making 16th

An Application of the Z-Number Concept to Dynamic Decision M...

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16th International Conference on Application of Fuzzy systems, Soft Computing and Artificial Intelligence Tools, ICAFS 2023

作者： Aliyev, R.R. Huseynov, O.H. Department of Mathematics Eastern Mediterranean University Via Mersin 10 Gazimağusa Cyprus Research Laboratory of Intelligent Control and Decision Making Systems in Industry and Economics Azerbaijan State Oil and Industry University 20 Azadlig Avenue Baku1010 Azerbaijan

ISBN: (纸本)9783031762826

For the first time, decision making under fuzzy information and its application to multistage problems was considered by Bellman and Zadeh. Nowadays, a large class of works devoted to decision making in fuzzy and probabilistic information settings exists. However, the aspect of taking into account partially reliable information is in its initial stage of consideration. The issue is that in dynamic problems, information about future states of a process is not completely reliable. The concept of a Z-number was introduced by Zadeh to deal with partially reliable information. This paper is devoted to sensitivity analysis of the solution of multi-stage decision making problem under Z-valued information obtained in our previous work. In this work, an application of this concept to multistage decision making in economic problem under imperfect information is considered. © The Author(s), under exclusive license to Springer Nature Switzerland AG 2024.

关键词： Sensitivity analysis

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decision making with Z-Bounded Interval Preference 15th

Decision Making with Z-Bounded Interval Preference

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15th International Conference on Application of Fuzzy systems, Soft Computing and Artificial Intelligence Tools, ICAFS 2022

作者： Alizadeh, Akif V. Aliyev, Rafig R. Department of Electronics and Automation Azerbaijan State Oil and Industry University 20 Azadlig Avenue Baku1010 Azerbaijan Research Laboratory of Intelligent Control and Decision-Making Systems in Industry and Economics Azerbaijan State Oil and Industry University Azadlyg Avenue 20 Baku1010 Azerbaijan

ISBN: (纸本)9783031252518

In many real-world decision problems under uncertainty, information is not exact, and merely lower and upper bounds are available. This leads to dual uncertainties, e.g., both lower and upper bounds are uncertain. In this paper uncertainties in preferences of decision Makers are expressed as Z-boundary intervals. The lower and upper bounds of an interval can be presented as Z-numbers. Real-world decision making under Z-bounded intervals is provided to demonstrate the effectiveness and feasibility of the proposed approach. © 2023, The Author(s), under exclusive license to Springer Nature Switzerland AG.

关键词： decision making

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Multi-attribute decision making Under Z-Set Valued Uncertainty 15th

Multi-attribute Decision Making Under Z-Set Valued Uncertain...

引用

15th International Conference on Application of Fuzzy systems, Soft Computing and Artificial Intelligence Tools, ICAFS 2022

作者： Aliyev, Rafig R. Alizadeh, Akif V. Research Laboratory of Intelligent Control and Decision-Making Systems in Industry and Economics Azerbaijan State Oil and Industry University Azadlyg Avenue 20 Baku1010 Azerbaijan Department of Electronics and Automation Azerbaijan State Oil and Industry University 20 Azadlig Avenue Baku1010 Azerbaijan

ISBN: (纸本)9783031252518

In real-life decision problems it is usually we know the gain (outcome value) corresponding to given set of alternatives with some uncertainty. Instead of numerical value of this outcomes, there is set of possible values of outcomes. In this paper, we consider decision making under Z-set valued uncertainty. In situation when consequences of decision making is Z-set to define a fair price for a participation in such decision to select more appropriate alternatives is investigated. For this in the paper fair price approach is used. A real-word application is considered to demonstrate the usefulness of the proposed approach. © 2023, The Author(s), under exclusive license to Springer Nature Switzerland AG.

关键词： decision making

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Assessing the Impact of Innovations on the Volume of Production of the Final Product in a Fuzzy Information Environment 15th

Assessing the Impact of Innovations on the Volume of Product...

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15th International Conference on Application of Fuzzy systems, Soft Computing and Artificial Intelligence Tools, ICAFS 2022

作者： Akhundov, V.J. Rustamov, I.S. Research Laboratory of Intelligent Control and Decision Making Systems in Industry and Economics Azerbaijan State Oil and Industry University 20 Azadlig Avenue BakuAZ1010 Azerbaijan Faculty of Economics and Management Azerbaijan State Oil and Industry University 20 Azadlig Avenue BakuAZ1010 Azerbaijan

ISBN: (纸本)9783031252518

A whole set of factors has a significant impact on the economic development of the region. The aim of the study is, taking into account these factors, to build a model that allows calculating the value of the gross regional product both in the form of classical statistical procedures and based on fuzzy modeling. This allows to determine a more adequate prediction price of the final product by region by comparing the results. The object of analysis is the regions of the Azerbaijan Republic. The problem of forecasting the regional final product is solved using the fuzzy Cobb-Douglas model. © 2023, The Author(s), under exclusive license to Springer Nature Switzerland AG.

关键词： Fuzzy model Innovation activity Innovation index

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Extension of Delphi Method to Z-Environment 15th

Extension of Delphi Method to Z-Environment

引用

15th International Conference on Application of Fuzzy systems, Soft Computing and Artificial Intelligence Tools, ICAFS 2022

作者： Aliyev, Rafig R. Huseynov, O.H. Zeynalov, E.R. Azerbaijan State Oil and Industry University Azadlyg Avenue 20 BakuAZ1010 Azerbaijan Ministry of Agriculture Baku Azerbaijan Research Laboratory of Intelligent Control and Decision Making Systems in Industry and Economics Azerbaijan State Oil and Industry University 20 Azadlig Baku1010 Azerbaijan

ISBN: (纸本)9783031252518

Delphi method is very frequently used heuristic methods in forecasting and decision making in complex real-world problems, such as economics, business, engineering etc. Main drawback of existing Delphi methods is that they consider experts knowledge as absolutely reliable. In real-life problems experts’ opinions may be partially reliable. In this paper extension of classical Delphi method to bimodal information environment by using Z-number theory is suggested. Main advantage of proposed Z-Delphi method is fact that is based on direct Z-arithmetic to avoid loss of information. Z-Delphi method is illustrated by numerical example. © 2023, The Author(s), under exclusive license to Springer Nature Switzerland AG.

关键词： Number theory

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Toward Z-number Valued Reinforcement Learning Problem 12th

Toward Z-number Valued Reinforcement Learning Problem

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12th World Conference on intelligent systems for Industrial Automation, WCIS 2022

作者： Jabbarova, K.I. Huseynov, O.H. Jabbarova, Aynur I. Department of Computer Engineering Azerbaijan State Oil and Industry University Azadlig Ave. 34 BakuAZ1010 Azerbaijan Research Laboratory of Intelligent Control and Decision Making Systems in Industry and Economics Azerbaijan State Oil and Industry University Azadlig Ave. 34 BakuAZ1010 Azerbaijan Department of Mathematics and Statistics Azerbaijan State Economic University Baku Azerbaijan

ISBN: (纸本)9783031515200

Real-world decision-making problems are characterized by a fusion of fuzzy and probabilistic uncertainties. In view of this, Zadeh introduced the concept of Z-number to describe imprecision and partial reliability of decision relevant information. In this paper we proposed an approach to solving Q-learning problem where rewards and constraints over actions are described by using Z-numbers. A typical decision problem is used to illustrate the approach. © 2024, The Author(s), under exclusive license to Springer Nature Switzerland AG.

关键词： Reinforcement learning

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Modeling of Oil and Gas Production for an Enterprise by Using Fuzzy Cobb-Douglas Function 14th

Modeling of Oil and Gas Production for an Enterprise by Usin...

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14th International Conference on Applications of Fuzzy systems, Soft Computing, and Artificial Intelligence Tools, ICAFS 2020

作者： Axundov, V.J. Research Laboratory of Intelligent Control and Decision Making Systems in Industry and Economics Azerbaijan State Oil and Industry University Azadlig ave. 20 Baku1010 Azerbaijan

ISBN: (纸本)9783030640576

Classical modeling methods are not developed to account for fuzziness or imprecision. Real data on production volumes of enterprise may be characterized by fuzziness. In this paper, we applied the theory of fuzzy sets to modeling of production at oil and gas enterprises under imprecise information. © 2021, The Author(s), under exclusive license to Springer Nature Switzerland AG.

关键词： Fuzzy set theory

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Construction of Consistent Z-Preferences in decision making for a Foreign Market Selection 1

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14th International Conference on Applications of Fuzzy systems, Soft Computing, and Artificial Intelligence Tools, ICAFS 2020

作者： Aliyev, Rafig R. Research Laboratory of Intelligent Control and Decision-Making Systems in Industry and Economics Azerbaijan State Oil and Industry University Azadlyg Avenue 20 BakuAZ1010 Azerbaijan

ISBN: (数字)9783030640583

ISBN: (纸本)9783030640576

The objective of this paper is to help a case company in its initial foreign market selection (IFMS) decision. Therefore, paper attempted to design a decision model business for internationalization process. In order to validate and test created model Multi Attribute decision making (MADM) methods was evaluated. The notion of consistency is used to estimate the quality of preference knowledge and its stability for reliable evaluation of decision alternatives in MADM. In the existing MADM models, there is a set of strict consistency conditions and requirements are not achievable in the real situations when decision maker has limited rationality and partially reliable preferences. In this study, we use an approach to deriving consistency-driven preference degrees for such kind of situations. A preference degree is described by a Z-number to reflect imprecision and partial reliability of preference knowledge in MADM for a foreign market selection. © 2021, The Author(s), under exclusive license to Springer Nature Switzerland AG.

关键词： decision making

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