System of models for simulation and optimization of operating modes of a delayed coking unit in a fuzzy environment

被引:0
|
作者
Orazbayev, Batyr [1 ,2 ]
Orazbayeva, Kulman [3 ]
Uskenbayeva, Gulzhan [1 ]
Dyussembina, Elmira [1 ]
Shukirova, Aliya [1 ]
Rzayeva, Leila [4 ]
Tuleuova, Raigul [2 ]
机构
[1] LN Gumilyov Eurasian Natl Univ, Fac Informat Technol, Astana 010008, Kazakhstan
[2] Kh Dosmukhamedov Atyrau Univ, Fac Phys Math & Informat Technol, Atyrau 060008, Kazakhstan
[3] Esil Univ, Fac Business & Management, Astana 010005, Kazakhstan
[4] Astana IT Univ, Dept Intelligent Syst & Cybersecur, Nursultan, Kazakhstan
关键词
DESIGN; UNCERTAINTY; COLUMN;
D O I
10.1038/s41598-023-41455-0
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
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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页数:17
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