Electromagnetism-Like Algorithm and Harmony Search for Chemical Kinetics Problem

E. N. Shvareva, L. V. Enikeeva

Результат исследования: Публикации в книгах, отчётах, сборниках, трудах конференцийстатья в сборнике материалов конференциинаучнаярецензирование

Аннотация

Mathematical optimization is a branch of applied mathematics which is useful in many different fields. Metaheuristics make it possible to solve intractable optimization problems. Electromagnetism-like algorithm and harmony search are metaheuristic optimization algorithms. A model has been developed, and direct and inverse problems of chemical kinetics have been solved for such an industrially important catalytic process as the pre-reforming of hydrocarbons into a synthesis gas with a high methane content. To determine the reaction rate constants and activation energies, relatively young metaheuristic optimization algorithms were used: the electromagnetic algorithm and the harmony search algorithm. These heuristic algorithms for solving this problem of chemical kinetics were developed and compared with each other. The conclusion is made about which algorithm is most suitable for the problem under consideration. Previously, these algorithms were tested on benchmark functions, the optimum of which is known in advance. The obtained coefficients were verified when running the direct problem and the results were compared with experimental data.

Язык оригиналаанглийский
Название основной публикацииIntelligent Systems and Applications - Proceedings of the 2021 Intelligent Systems Conference IntelliSys
РедакторыKohei Arai
ИздательSpringer Science and Business Media Deutschland GmbH
Страницы239-249
Число страниц11
ISBN (печатное издание)9783030821951
DOI
СостояниеОпубликовано - 2022
Событие Intelligent Systems Conference, IntelliSys 2021 - Virtual, Online
Продолжительность: 2 сен 20213 сен 2021

Серия публикаций

НазваниеLecture Notes in Networks and Systems
Том295
ISSN (печатное издание)2367-3370
ISSN (электронное издание)2367-3389

Конференция

Конференция Intelligent Systems Conference, IntelliSys 2021
ГородVirtual, Online
Период02.09.202103.09.2021

Предметные области OECD FOS+WOS

  • 1.02 КОМПЬЮТЕРНЫЕ И ИНФОРМАЦИОННЫЕ НАУКИ

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