On the choice of the method of dynamic rationing of energy resources in oil refineries

On the choice of the method of dynamic rationing of energy resources in oil refineries

The article discusses the possibility of calculating the expected energy demand based on big data and machine learning for the energy technological processes in oil refineries. In order to obtain predictive data, linear regression, machine learning, and neural networks are proposed to be used to b...

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Bibliographic Details
Main Authors: V. R. Vedruchenko, E. M. Rezanov, A. P. Starikov, A. V. Kushnarenko, P. A. Surovtsev, V. A. Kikhtenko
Format: Article
Language:English
Published: Omsk State Technical University, Federal State Autonomous Educational Institution of Higher Education 2024-06-01
Series:Омский научный вестник: Серия "Авиационно-ракетное и энергетическое машиностроение"
Subjects:
rationing of energy resources
fuel and energy resources
rationing methods
linear regression
machine learning
deep learning
factor analysis
energy management system
Online Access:https://www.omgtu.ru/general_information/media_omgtu/journal_of_omsk_research_journal/files/arhiv/2024/%D0%A2.8,%20%E2%84%962%20(%D0%90%D0%A0%D0%B8%D0%AD%D0%9C)/5-12%20%D0%92%D0%B5%D0%B4%D1%80%D1%83%D1%87%D0%B5%D0%BD%D0%BA%D0%BE%20%D0%92.%20%D0%A0.,%20%D0%A0%D0%B5%D0%B7%D0%B0%D0%BD%D0%BE%D0%B2%20%D0%95.%20%D0%9C.,%20%D0%A1%D1%82%D0%B0%D1%80%D0%B8%D0%BA%D0%BE%D0%B2%20%D0%90.%20%D0%9F.,%20%D0%9A%D1%83%D1%88%D0%BD%D0%B0%D1%80%D0%B5%D0%BD%D0%BA%D0%BE%20%D0%90.%20%D0%92.,%20%D0%A1%D1%83%D1%80%D0%BE%D0%B2%D1%86%D0%B5%D0%B2%20%D0%9F.%20%D0%90.,%20%D0%9A%D0%B8%D1%85%D1%82%D0%B5%D0%BD%D0%BA%D0%BE%20%D0%92.%20%D0%90..pdf
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