Research and development of data compression methods for technical monitoring systems

Objective. The aim of the study is to develop methods for data compression in relation to monitoring systems.Method. The studies were carried out mainly experimentally, by processing data generated by the information-measuring system of the Altai State Technical University in the process of meteorol...

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Main Author: A. G. Yakunin
Format: Article
Language:Russian
Published: Dagestan State Technical University 2023-10-01
Series:Вестник Дагестанского государственного технического университета: Технические науки
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Online Access:https://vestnik.dgtu.ru/jour/article/view/1353
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author A. G. Yakunin
author_facet A. G. Yakunin
author_sort A. G. Yakunin
collection DOAJ
description Objective. The aim of the study is to develop methods for data compression in relation to monitoring systems.Method. The studies were carried out mainly experimentally, by processing data generated by the information-measuring system of the Altai State Technical University in the process of meteorological observations, temperature control and control of the consumption of such energy resources as hot and cold water, heat supply. However, when it was proposed to change their structure and presentation form to compact the stored data, the degree of compression was found theoretically.Result. The results of studies conducted with the participation of the author of the publication in the field of data processing, transmission and storage are presented. Methods for streaming data compression “on the fly” as it arrives, both lossy and lossless, as well as methods based on optimizing the structure of databases designed to store information collected during monitoring, are considered. The main attention is paid to the consideration of data compression created in the process of temperature monitoring, since it is the control and monitoring of temperature processes that is most common in various technical process control systems, heat metering systems both on the consumer side (housing and communal services) and on the side of the heat supply organization.Conclusion. In the vast majority of cases, lossless compression allows you to compress the information received from the monitoring system by more than 10 times, and lossy compression is much stronger, and without losing the pragmatic value of the stored information.
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publishDate 2023-10-01
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series Вестник Дагестанского государственного технического университета: Технические науки
spelling doaj-art-0158cbc7d3384b27be20f103a3693f092025-08-20T03:35:15ZrusDagestan State Technical UniversityВестник Дагестанского государственного технического университета: Технические науки2073-61852542-095X2023-10-0150315616610.21822/2073-6185-2023-50-3-156-166818Research and development of data compression methods for technical monitoring systemsA. G. Yakunin0I.I. Polzunova Altai State Technical UniversityObjective. The aim of the study is to develop methods for data compression in relation to monitoring systems.Method. The studies were carried out mainly experimentally, by processing data generated by the information-measuring system of the Altai State Technical University in the process of meteorological observations, temperature control and control of the consumption of such energy resources as hot and cold water, heat supply. However, when it was proposed to change their structure and presentation form to compact the stored data, the degree of compression was found theoretically.Result. The results of studies conducted with the participation of the author of the publication in the field of data processing, transmission and storage are presented. Methods for streaming data compression “on the fly” as it arrives, both lossy and lossless, as well as methods based on optimizing the structure of databases designed to store information collected during monitoring, are considered. The main attention is paid to the consideration of data compression created in the process of temperature monitoring, since it is the control and monitoring of temperature processes that is most common in various technical process control systems, heat metering systems both on the consumer side (housing and communal services) and on the side of the heat supply organization.Conclusion. In the vast majority of cases, lossless compression allows you to compress the information received from the monitoring system by more than 10 times, and lossy compression is much stronger, and without losing the pragmatic value of the stored information.https://vestnik.dgtu.ru/jour/article/view/1353lossy data compressionlossless data compressionstreaming compressiontechnical monitoring systemsdata structuresmodification of rle methods
spellingShingle A. G. Yakunin
Research and development of data compression methods for technical monitoring systems
Вестник Дагестанского государственного технического университета: Технические науки
lossy data compression
lossless data compression
streaming compression
technical monitoring systems
data structures
modification of rle methods
title Research and development of data compression methods for technical monitoring systems
title_full Research and development of data compression methods for technical monitoring systems
title_fullStr Research and development of data compression methods for technical monitoring systems
title_full_unstemmed Research and development of data compression methods for technical monitoring systems
title_short Research and development of data compression methods for technical monitoring systems
title_sort research and development of data compression methods for technical monitoring systems
topic lossy data compression
lossless data compression
streaming compression
technical monitoring systems
data structures
modification of rle methods
url https://vestnik.dgtu.ru/jour/article/view/1353
work_keys_str_mv AT agyakunin researchanddevelopmentofdatacompressionmethodsfortechnicalmonitoringsystems