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2022 | OriginalPaper | Buchkapitel

Production Process Data as a Tool for Digital Transformation of Metallurgical Companies

verfasst von : Antonina Stoianova, Natalia Vasilyeva

Erschienen in: XIV International Scientific Conference “INTERAGROMASH 2021"

Verlag: Springer International Publishing

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Abstract

Big Data analysis is becoming an everyday task for companies all over the world, including Russian companies. Due to advances in technology and the reduction in the cost of storage systems, companies can now collect and store large volumes of heterogeneous data. The important step of extracting knowledge and value from such data is a challenge that will eventually be met by all companies seeking to maintain their competitiveness and place in the market. However, companies face several challenges when it comes to collecting, pre-processing, and integrating data into cohesive data sets designed to deliver analytics. In this article, the above problems and possible solutions are illustrated using the example of cleaning, integration, and normalization of data obtained in the measurement of indicators for the Vanyukov melting furnace process. The article considers an approach to the study of metallurgical processes using the analysis of large operational control data sets. Standard methods of processing the data sets of operational process control are used. The correlation analysis of the main process parameters is carried out. The results are interpreted for their further practical application.

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Metadaten
Titel
Production Process Data as a Tool for Digital Transformation of Metallurgical Companies
verfasst von
Antonina Stoianova
Natalia Vasilyeva
Copyright-Jahr
2022
DOI
https://doi.org/10.1007/978-3-030-81619-3_87

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