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Orazbayev B, Orazbayeva K, Uskenbayeva G, Dyussembina E, Shukirova A, Rzayeva L, Tuleuova R. System of models for simulation and optimization of operating modes of a delayed coking unit in a fuzzy environment. Sci Rep 2023; 13:14317. [PMID: 37652924 PMCID: PMC10471617 DOI: 10.1038/s41598-023-41455-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2023] [Accepted: 08/27/2023] [Indexed: 09/02/2023] Open
Abstract
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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Affiliation(s)
- Batyr Orazbayev
- 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
| | | | - Gulzhan Uskenbayeva
- Faculty of Information Technologies, L. N. Gumilyov Eurasian National University, Astana, 010000, Kazakhstan
| | - Elmira Dyussembina
- Faculty of Information Technologies, L. N. Gumilyov Eurasian National University, Astana, 010000, Kazakhstan.
| | - Aliya Shukirova
- Faculty of Information Technologies, L. N. Gumilyov Eurasian National University, Astana, 010000, Kazakhstan
| | - Leila Rzayeva
- Department Intelligent Systems and Cybersecurity, Astana IT University, Astana, 010000, Kazakhstan
| | - Raigul Tuleuova
- Faculty of Physics, Mathematics and Information Technology, Kh.Dosmukhamedov Atyrau University, Atyrau, 060011, Kazakhstan
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Pisarenko EV, Ponomarev AB, Smirnov AV, Pisarenko VN, Shevchenko AA. Prospects for Progress in Developing Production Processes for the Synthesis of Olefins Based on Light Alkanes. THEORETICAL FOUNDATIONS OF CHEMICAL ENGINEERING 2022. [DOI: 10.1134/s0040579522050335] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
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Gryadunova YE, Nikulin SS, Stadnik LN. Application of Mathematical Modeling in Technology for the Recovery of Rubber from Latex in a Magnetic Field. THEORETICAL FOUNDATIONS OF CHEMICAL ENGINEERING 2022. [DOI: 10.1134/s0040579522020087] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
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Multi-Objective Nonlinear Programming Model for Reducing Octane Number Loss in Gasoline Refining Process Based on Data Mining Technology. Processes (Basel) 2021. [DOI: 10.3390/pr9040721] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022] Open
Abstract
To simultaneously reduce automobile exhaust pollution to the environment and satisfy the demand for high-quality gasoline, the treatment of fluid catalytic cracking (FCC) gasoline is urgently needed to minimize octane number (RON) loss. We presented a new systematic method for determining an optimal operation scheme for minimising RON loss and operational risks. Firstly, many data were collected and preprocessed. Then, grey correlative degree analysis and Pearson correlation analysis were used to reduce the dimensionality, and the major variables with representativeness and independence were selected from the 367 variables. Then, the RON and sulfur (S) content were predicted by multiple nonlinear regression. A multi-objective nonlinear optimization model was established with the maximum reduction in RON loss and minimum operational risk as the objective function. Finally, the optimal operation scheme of the operating variable corresponding to the sample with a RON loss reduction greater than 30% in 325 samples was solved in Python.
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Coupled Simulation of a Vacuum Creation System and a Rectification Column Block. Processes (Basel) 2020. [DOI: 10.3390/pr8111333] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022] Open
Abstract
The purpose of this study was the coupling simulation of the vacuum block of the ethanolamine mixture separation unit to determine the optimal layout of the vacuum creation system. For this, a computational model of the vacuum unit, which was identified by comparing the computational data with the data of an industrial study of vacuum rectification columns, was synthesized in the Unisim Design R461 software package. To determine the required load on the vacuum system, a numerical experiment was carried out, during which it was discovered that the load on the system would be 9600 m3/h. It was proposed to replace individual column vacuum pumps with a single vacuum-generating system (VGS) based on a liquid ring vacuum pump (LRVP). When defining the layout, two possible schemes were considered, the models of which were created in Unisim Design R461. The system layout was determined by matching the characteristics of the system elements with the characteristics of the vacuum columns. A technical and economic comparison of the proposed solutions was carried out and the payback period for capital costs was calculated, which for Scheme 1 was 4.14 years, and for Scheme 2–3.59 years.
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Castro-Alayo EM, Idrogo-Vásquez G, Siche R, Cardenas-Toro FP. Formation of aromatic compounds precursors during fermentation of Criollo and Forastero cocoa. Heliyon 2019; 5:e01157. [PMID: 30775565 PMCID: PMC6356086 DOI: 10.1016/j.heliyon.2019.e01157] [Citation(s) in RCA: 57] [Impact Index Per Article: 11.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2018] [Revised: 11/05/2018] [Accepted: 01/21/2019] [Indexed: 11/26/2022] Open
Abstract
There are three main genetic varieties of cocoa (Theobroma cacao L) used in chocolate making: Forastero, Trinitario and Criollo, which are distinguished by their aroma, an attribute that determines their quality. Criollo cocoa is of the highest quality and is used in the manufacture of fine chocolates because of its fruity aroma. The aroma of Criollo cocoa is defined by volatile compounds such as pyrazines and aldehydes, which are formed during roasting of the bean, from aroma precursors (reducing sugars and free amino acids) that are generated inside the bean via enzymatic reactions during fermentation; for this reason, fermentation is the most important process in the value chain. This review discusses the production of aroma precursors of Criollo and Forastero cocoa by studying the kinetics of spontaneous fermentation and the role of starter cultures to produce aroma precursors. Fine aroma precursors produced in the pulp during the fermentation phase will migrate into the bean when it's permeability is improved and then retained during the drying phase. Diffusion of aroma precursors into the cocoa bean may be possible, this process is mathematically characterized by the coefficient of molecular diffusion D, which describe the process of mass transfer via Fick's Second Law. The current state of knowledge is analyzed based on existing research and reports some gaps in the literature, suggesting future research that will be necessary for a better understanding of cocoa fermentation.
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Affiliation(s)
- Efraín M. Castro-Alayo
- Institute of Research, Innovation and Development for the Agricultural and Agroindustrial Sector of the Amazonas Region (IIDAA - Amazonas), Faculty of Engineering and Agricultural Sciences, Toribio Rodríguez de Mendoza National University of Amazonas, Higos Urco Street 342-350-356, Chachapoyas, Amazonas, Peru
- Section of Industrial Engineering, Department of Engineering, Pontifical Catholic University of Peru, Av. Universitaria 1801, San Miguel, Lima 32, Peru
| | - Guillermo Idrogo-Vásquez
- Institute of Research, Innovation and Development for the Agricultural and Agroindustrial Sector of the Amazonas Region (IIDAA - Amazonas), Faculty of Engineering and Agricultural Sciences, Toribio Rodríguez de Mendoza National University of Amazonas, Higos Urco Street 342-350-356, Chachapoyas, Amazonas, Peru
| | - Raúl Siche
- Institute of Research and Development, National University of Trujillo, Av. Juan Pablo II s/n, University City, Trujillo, Peru
| | - Fiorella P. Cardenas-Toro
- Section of Industrial Engineering, Department of Engineering, Pontifical Catholic University of Peru, Av. Universitaria 1801, San Miguel, Lima 32, Peru
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Elizarov DV, Shavaleev RR, Elizarov VI. Mathematical Modeling and Control of the Mass-Transfer Process in Apparatuses with Continuous Phase Contact. THEORETICAL FOUNDATIONS OF CHEMICAL ENGINEERING 2018. [DOI: 10.1134/s0040579518020057] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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Latyipov RM, Osipov EV, Telyakov ES. Systems Analysis of Equipment and Technology for Glycols Production. THEORETICAL FOUNDATIONS OF CHEMICAL ENGINEERING 2018. [DOI: 10.1134/s0040579517060112] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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Ziyatdinov NN. Modeling and Optimization of Chemical Engineering Processes and Systems. THEORETICAL FOUNDATIONS OF CHEMICAL ENGINEERING 2018. [DOI: 10.1134/s0040579517060197] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
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Suris AL. The Study of Various Models of the Process of Thermal Treatment of Solid Waste. THEORETICAL FOUNDATIONS OF CHEMICAL ENGINEERING 2018. [DOI: 10.1134/s0040579518020185] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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Pisarenko EV, Ponomarev AB, Pisarenko VN. Analysis and Modeling of the Hydroisomerization Process for n-Hexane. THEORETICAL FOUNDATIONS OF CHEMICAL ENGINEERING 2018. [DOI: 10.1134/s004057951801013x] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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Gartman TN, Sovetin FS, Podsekina YI, Shvets VF, Kozlovskii RA, Sapunov VN. Kinetic Simulation of Initiated Cracking of Tar. THEORETICAL FOUNDATIONS OF CHEMICAL ENGINEERING 2018. [DOI: 10.1134/s0040579518010049] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
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Suris AL. Investigation of high-temperature steam–air reagents for plasma waste treatment processes. THEORETICAL FOUNDATIONS OF CHEMICAL ENGINEERING 2017. [DOI: 10.1134/s0040579517030149] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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Gordeeva YL, Rudakovskaya EG, Gordeeva EL, Borodkin AG. Mathematical modeling of biotechnological process of lactic acid production by batch fermentation: A review. THEORETICAL FOUNDATIONS OF CHEMICAL ENGINEERING 2017. [DOI: 10.1134/s0040579517030058] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
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Gordeeva EL, Glebov MB, Borodkin AG, Gordeeva YL. Evaluating the real conditions that provide multiplicity in processes of microbial synthesis at a given substrate concentration. THEORETICAL FOUNDATIONS OF CHEMICAL ENGINEERING 2016. [DOI: 10.1134/s0040579516040333] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
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Melikhov IV, Rudin VN, Alekseeva OV, Kozlovskaya ED, Adzhiev SZ. Morphological memory of polymers and their use in developing new materials technology. THEORETICAL FOUNDATIONS OF CHEMICAL ENGINEERING 2016. [DOI: 10.1134/s0040579516030088] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
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Sharikov YV, Sharikov FY, Titov OV. Application of heat-flow calorimetry for developing mathematical models of reactor processes. THEORETICAL FOUNDATIONS OF CHEMICAL ENGINEERING 2016. [DOI: 10.1134/s004057951602010x] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
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Karimov EK, Kas’yanova LZ, Movsumzade EM, Daminev RR, Karimov OK, Yalalov MR. Combination of oxidation and dehydrogenation processes of isoamylenes in the production of isoprene on iron potassium catalyst. THEORETICAL FOUNDATIONS OF CHEMICAL ENGINEERING 2016. [DOI: 10.1134/s0040579516010085] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
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Farakhov MI, Laptev AG, Basharov MM. Modernization of devices for purifying liquids from dispersed phase in a petrochemical complex. THEORETICAL FOUNDATIONS OF CHEMICAL ENGINEERING 2015. [DOI: 10.1134/s0040579515060032] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
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Sulimov AV, Danov SM, Ovcharova AV, Ovcharov AA, Flid VR, Ugryumov OV. Vapor–liquid equilibrium in the system of propylene oxide synthesis products. THEORETICAL FOUNDATIONS OF CHEMICAL ENGINEERING 2015. [DOI: 10.1134/s0040579515060093] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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Laptev AG, Farakhov TM, Lapteva EA. Models of transport phenomena in random packed and granular beds. THEORETICAL FOUNDATIONS OF CHEMICAL ENGINEERING 2015. [DOI: 10.1134/s0040579515040296] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
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Bazhin VY, Titov OV. Analysis of the coking process on the basis of heat-flux calorimetry. COKE AND CHEMISTRY 2015. [DOI: 10.3103/s1068364x15070029] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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Melikhov IV, Simonov EF, Bozhevolnov VE. Developing optimized technologies for new-generation materials. THEORETICAL FOUNDATIONS OF CHEMICAL ENGINEERING 2015. [DOI: 10.1134/s0040579515040302] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
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Farakhov MI, Laptev AG, Basharov MM. Modernization of mass-exchange equipment by new packings in chemical engineering. THEORETICAL FOUNDATIONS OF CHEMICAL ENGINEERING 2015. [DOI: 10.1134/s0040579515030033] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
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Suris AL. Method of characteristic scales in numerical investigations of engineering processes with unsteady radiant heat exchange. THEORETICAL FOUNDATIONS OF CHEMICAL ENGINEERING 2015. [DOI: 10.1134/s0040579515010133] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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Laptev AG, Farakhov TM, Dudarovskaya OG. Mathematical model for mixing liquids with a disperse phase in laminar and turbulent regimes in packed-bed flow mixers. THEORETICAL FOUNDATIONS OF CHEMICAL ENGINEERING 2015. [DOI: 10.1134/s004057951501008x] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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