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May 25, 2026
HSE Scientists Train Neural Network to 'Hear' Faults in Electric Motors
Researchers at the AI and Digital Science Institute of the HSE Faculty of Computer Science have developed a new method—the Signature-Guided Data Augmentation (SGDA) framework—that achieves 99% accuracy in motor fault detection and 86% accuracy in fault classification. The application of this approach can reduce industrial equipment repair costs, minimise downtime, and improve production safety. The study results have been published in Engineering Applications of Artificial Intelligence.
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?

The Integration Of Business Architecture And IT-Architecture By Transformational Layer

P. 365–370.
Makarova N. V., Maximov M. A., Makarova O.V.

This article proposes the approach, which provides the synchronization of the upper level of business architecture models and IT-architecture models. The transitional buffer layer is the central element of the proposed approach, which was named by the authors the transformational layer. It is proposed to execute the transition to the descriptions of the information systems by means of transformational layer via the functional interface. The described approach allows the solution of the principal task of the end-to-end tracing of the information system functions realization from the business architecture level to the application solutions level and the real elements of the system. The proposed approach can be used in designing information systems, transformation of the business models and the development of proactive initiatives concerning the updating of enterprise activity and the search of «bottle necks» in part of the automation. The application of the described approach in this work allowed the increase in efficacy of the support and development of the information system in big logistic company, occupying the leading positions in the market of RF and CIS countries, by means of incorporation of the new pattern of software requirements specification.

Language: English
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Keywords: quality managementinformation systems enterprise architecture

In book

European Proceedings of Social and Behavioural Sciences.
European Proceedings of Social and Behavioural Sciences.
Vol. 103: Finance, Entrepreneurship and Technologies in Digital Economy. , European Publisher, 2021.
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