System of models for simulation and optimization of operating modes of a delayed coking unit in a fuzzy environment
Orazbayev B. Orazbayeva K. Uskenbayeva G. Dyussembina E. Shukirova A. Rzayeva L. Tuleuova R.
December 2023Nature Research
Scientific Reports
2023#13Issue 1
The purpose of this study is to develop a method for synthesizing mathematical models of interconnected units of fuzzy chemical-technological systems (CTS) used for system modeling and optimization of their operating modes in a fuzzy environment. Since many CTSs in practice consist of many interconnected units, the development of their mathematical models combined into a single system of models, which allows systematic modeling and optimization of CTS parameters, is an urgent scientific and practical task. To develop a system of models of fuzzy described CTS, consisting of interconnected units, a system of methods is used that combines formal (experimental-statistical) and informal methods (methods of peer review, fuzzy set theory). A method for developing a system of mathematical models of CTS units under conditions of uncertainty due to the random and fuzzy nature of the available information is proposed. In the proposed method, mathematical models of various CTS units, depending on the nature of the initial and available information, are developed by various methods. Accordingly, various types of models are obtained, which are then combined into a single system of models, taking into account the interconnections of the system’s units. These results make it possible to develop more adequate models and determine the optimal CTS operating modes in a fuzzy environment by using the experience, knowledge and intuition of the decision maker, subject matter experts. Based on the proposed method, models of coke chambers and the main rectification column are developed in the form of combined models, including statistical and fuzzy models. The results obtained on the example of delayed coking units can be exported to similar CTS in oil refining, petrochemicals and other industries.
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Faculty of Information Technologies, L. N. Gumilyov Eurasian National University, Astana, 010000, Kazakhstan
Faculty of Physics, Mathematics and Information Technology, Kh.Dosmukhamedov Atyrau University, Atyrau, 060011, Kazakhstan
Faculty of Business, Esil University, Astana, 010000, Kazakhstan
Department Intelligent Systems and Cybersecurity, Astana IT University, Astana, 010000, Kazakhstan
Faculty of Information Technologies
Faculty of Physics
Faculty of Business
Department Intelligent Systems and Cybersecurity
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