Complex modeling and optimization of the intelligent air supply control system in the coal industry

Introduction. In the modern coal industry, air supply issues are key to the efficiency and safety of production processes. The technological process of air supply is a complex system of interrelated actions that begins with the emergence of initial data and ends with the achievement of the desired r...

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Главные авторы:	Verisokin, A. E., Верисокин, А. Е.
Формат:	Статья
Язык:	Russian
Опубликовано:	North Caucasian Institute of Mining and Metallurgy, State Technological University 2025
Темы:	Air supply Uninterruptible system Artificial intelligence Coal mines Control Dynamic properties Technological process
Online-ссылка:	https://dspace.ncfu.ru/handle/123456789/29597
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id	ir-123456789-29597
record_format	dspace
spelling	ir-123456789-295972025-01-30T14:32:31Z Complex modeling and optimization of the intelligent air supply control system in the coal industry Комплексное моделирование и оптимизация системы интеллектуального управления воздухообеспечением в угольной промышленности Verisokin, A. E. Верисокин, А. Е. Air supply Uninterruptible system Artificial intelligence Coal mines Control Dynamic properties Technological process Introduction. In the modern coal industry, air supply issues are key to the efficiency and safety of production processes. The technological process of air supply is a complex system of interrelated actions that begins with the emergence of initial data and ends with the achievement of the desired result. This process includes many aspects, from the selection and configuration of equipment to personnel training and process management in a constantly changing external environment. Research methodology and methods. The authors used the methods of artificial intelligence theory in their research. Discussion of research results. The article presents the results of research for the development of a method for constructing intelligent control systems for air supply systems for complex modeling and optimization of the air supply control system in the coal industry. It has been established that traditional control methods are often unable to adequately respond to changes in the process due to its complexity and uncertainty. In this regard, the use of artificial intelligence to automate the management of such processes is becoming an important area of research. Conclusion. The scientific basis and method for constructing intelligent control systems for air supply in coal mines are proposed for complex modeling and optimization of the air supply control system in the coal industry, which is an innovative approach to improving efficiency and safety in mines. Unlike existing safety management systems for air supply, the architecture and algorithms of the proposed system contain elements of a preliminary assessment of the threat of an emergency based on information, the technical condition of the control object and the mining and technical conditions of the air supply, which made it possible to use the data in a decision support device to predict and prevent the threat of an emergency. The research results can be used in the management of air supply technological processes in coal mines. Conclusions on the article. 1. Despite the achieved progressive results in the field of application of artificial intelligence methods in various fields of activity, there is a gap in the conceptual approach to their use for managing air supply technological processes in the coal industry. This circumstance emphasizes the need to develop and implement the concept of intelligent control of air supply technological processes. 2. It is necessary to create a system of intelligent control of TPV as the most effective approach, allowing to take into account the features of these TPV. Despite the achieved successes, the methods of artificial intelligence are used for control of technological processes of air supply insufficiently effectively. This complicates the modeling of such systems and limits the possibilities of their practical control. 2025-01-30T14:31:23Z 2025-01-30T14:31:23Z 2024 Статья Bosikov, I.I., Kambolov, D.A., Verisokin, A.E., Silaev, I.V. Complex modeling and optimization of the intelligent air supply control system in the coal industry // Sustainable Development of Mountain Territories. - 2024. - 16 (3). - pp. 921-930. - DOI: 10.21177/1998-4502-2024-16-3-921-930 https://dspace.ncfu.ru/handle/123456789/29597 ru Sustainable Development of Mountain Territories application/pdf North Caucasian Institute of Mining and Metallurgy, State Technological University
institution	СКФУ
collection	Репозиторий
language	Russian
topic	Air supply Uninterruptible system Artificial intelligence Coal mines Control Dynamic properties Technological process
spellingShingle	Air supply Uninterruptible system Artificial intelligence Coal mines Control Dynamic properties Technological process Verisokin, A. E. Верисокин, А. Е. Complex modeling and optimization of the intelligent air supply control system in the coal industry
description	Introduction. In the modern coal industry, air supply issues are key to the efficiency and safety of production processes. The technological process of air supply is a complex system of interrelated actions that begins with the emergence of initial data and ends with the achievement of the desired result. This process includes many aspects, from the selection and configuration of equipment to personnel training and process management in a constantly changing external environment. Research methodology and methods. The authors used the methods of artificial intelligence theory in their research. Discussion of research results. The article presents the results of research for the development of a method for constructing intelligent control systems for air supply systems for complex modeling and optimization of the air supply control system in the coal industry. It has been established that traditional control methods are often unable to adequately respond to changes in the process due to its complexity and uncertainty. In this regard, the use of artificial intelligence to automate the management of such processes is becoming an important area of research. Conclusion. The scientific basis and method for constructing intelligent control systems for air supply in coal mines are proposed for complex modeling and optimization of the air supply control system in the coal industry, which is an innovative approach to improving efficiency and safety in mines. Unlike existing safety management systems for air supply, the architecture and algorithms of the proposed system contain elements of a preliminary assessment of the threat of an emergency based on information, the technical condition of the control object and the mining and technical conditions of the air supply, which made it possible to use the data in a decision support device to predict and prevent the threat of an emergency. The research results can be used in the management of air supply technological processes in coal mines. Conclusions on the article. 1. Despite the achieved progressive results in the field of application of artificial intelligence methods in various fields of activity, there is a gap in the conceptual approach to their use for managing air supply technological processes in the coal industry. This circumstance emphasizes the need to develop and implement the concept of intelligent control of air supply technological processes. 2. It is necessary to create a system of intelligent control of TPV as the most effective approach, allowing to take into account the features of these TPV. Despite the achieved successes, the methods of artificial intelligence are used for control of technological processes of air supply insufficiently effectively. This complicates the modeling of such systems and limits the possibilities of their practical control.
format	Статья
author	Verisokin, A. E. Верисокин, А. Е.
author_facet	Verisokin, A. E. Верисокин, А. Е.
author_sort	Verisokin, A. E.
title	Complex modeling and optimization of the intelligent air supply control system in the coal industry
title_short	Complex modeling and optimization of the intelligent air supply control system in the coal industry
title_full	Complex modeling and optimization of the intelligent air supply control system in the coal industry
title_fullStr	Complex modeling and optimization of the intelligent air supply control system in the coal industry
title_full_unstemmed	Complex modeling and optimization of the intelligent air supply control system in the coal industry
title_sort	complex modeling and optimization of the intelligent air supply control system in the coal industry
publisher	North Caucasian Institute of Mining and Metallurgy, State Technological University
publishDate	2025
url	https://dspace.ncfu.ru/handle/123456789/29597
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Complex modeling and optimization of the intelligent air supply control system in the coal industry

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