{"title":"化学反应数学模型的参数可辨识性","authors":"Л.Ф. Сафиуллина, И.М. Губайдуллин","doi":"10.36622/vstu.2022.88.2.004","DOIUrl":null,"url":null,"abstract":"Целью статьи является определение параметров математической модели химической реакции пиролиза пропана. В статье представлены найденные оптимальные значения кинетических параметров пиролиза пропана и показано, что модель правильно описывает имеющиеся экспериментальные данные.\n The aim of this paper is to determine the parameters of a mathematical model of the chemical reaction of propane pyrolysis. The importance of the topic is due to the modern needs of industry, such as the improvement of chemical reactors and oil or gas processing. Mathematical modeling of the process is based on the use of the mass conservation law. The article presents the theory, methods and algorithms for determining the parameters of a mathematical model of a chemical reaction. To solve an initial (forward) problem, implicit methods for solving stiff ODE systems are used. The genetic algorithm to solve the inverse problem are used. We also apply sensitivity analysis and identity analysis before solving the inverse problem. The article presents the found optimal values of the kinetic parameters of propane pyrolysis and shows that the model correctly describes the available experimental data.","PeriodicalId":331043,"journal":{"name":"СИСТЕМЫ УПРАВЛЕНИЯ И ИНФОРМАЦИОННЫЕ ТЕХНОЛОГИИ","volume":"10 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-06-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"PARAMETER IDENTIFIABILITY OF THE MATHEMATICAL MODEL OF A CHEMICAL REACTION\",\"authors\":\"Л.Ф. Сафиуллина, И.М. Губайдуллин\",\"doi\":\"10.36622/vstu.2022.88.2.004\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Целью статьи является определение параметров математической модели химической реакции пиролиза пропана. В статье представлены найденные оптимальные значения кинетических параметров пиролиза пропана и показано, что модель правильно описывает имеющиеся экспериментальные данные.\\n The aim of this paper is to determine the parameters of a mathematical model of the chemical reaction of propane pyrolysis. The importance of the topic is due to the modern needs of industry, such as the improvement of chemical reactors and oil or gas processing. Mathematical modeling of the process is based on the use of the mass conservation law. The article presents the theory, methods and algorithms for determining the parameters of a mathematical model of a chemical reaction. To solve an initial (forward) problem, implicit methods for solving stiff ODE systems are used. The genetic algorithm to solve the inverse problem are used. We also apply sensitivity analysis and identity analysis before solving the inverse problem. The article presents the found optimal values of the kinetic parameters of propane pyrolysis and shows that the model correctly describes the available experimental data.\",\"PeriodicalId\":331043,\"journal\":{\"name\":\"СИСТЕМЫ УПРАВЛЕНИЯ И ИНФОРМАЦИОННЫЕ ТЕХНОЛОГИИ\",\"volume\":\"10 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2022-06-05\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"СИСТЕМЫ УПРАВЛЕНИЯ И ИНФОРМАЦИОННЫЕ ТЕХНОЛОГИИ\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.36622/vstu.2022.88.2.004\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"СИСТЕМЫ УПРАВЛЕНИЯ И ИНФОРМАЦИОННЫЕ ТЕХНОЛОГИИ","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.36622/vstu.2022.88.2.004","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
摘要
Целью статьи является определение параметров математической модели химической реакции пиролиза пропана.本文旨在确定丙烷热解化学反应数学模型的参数。该课题的重要性是由于现代工业的需要,如改进化学反应器和石油或天然气加工。该过程的数学模型基于质量守恒定律的使用。文章介绍了确定化学反应数学模型参数的理论、方法和算法。为了解决初始(正向)问题,使用了解决僵化 ODE 系统的隐式方法。使用遗传算法解决逆向问题。在求解逆问题之前,我们还应用了敏感性分析和特性分析。文章介绍了丙烷热解动力学参数的最佳值,并表明该模型正确地描述了现有的实验数据。
PARAMETER IDENTIFIABILITY OF THE MATHEMATICAL MODEL OF A CHEMICAL REACTION
Целью статьи является определение параметров математической модели химической реакции пиролиза пропана. В статье представлены найденные оптимальные значения кинетических параметров пиролиза пропана и показано, что модель правильно описывает имеющиеся экспериментальные данные.
The aim of this paper is to determine the parameters of a mathematical model of the chemical reaction of propane pyrolysis. The importance of the topic is due to the modern needs of industry, such as the improvement of chemical reactors and oil or gas processing. Mathematical modeling of the process is based on the use of the mass conservation law. The article presents the theory, methods and algorithms for determining the parameters of a mathematical model of a chemical reaction. To solve an initial (forward) problem, implicit methods for solving stiff ODE systems are used. The genetic algorithm to solve the inverse problem are used. We also apply sensitivity analysis and identity analysis before solving the inverse problem. The article presents the found optimal values of the kinetic parameters of propane pyrolysis and shows that the model correctly describes the available experimental data.