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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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Interorganizational co-operation in company management

P. 939–944.
Liubakova (Vladimirova) N. M., Sterligova A.

Differentiation and integration are typical processes for  the  modern management. The article describes the system of modern management. It defines the place of processes in the structure of the management object. The author characterizes processes as the object of management and presents the integration trends of management.

The study of management integration mechanisms has allowed to draw conclusions about the presence of four levels of performance integration (interorganizational , interfunctional, functional, operational). As was proved in conducted surveys every integration levels yields consistent results. To implement the interorganizational  cooperation, it is required to perform dedicated preparatory  work, since an organisation controlled at the interfunctional level cannot naturally evolve to the interorganizational  level.

Language: English
Full text
Keywords: Interorganizational , interfunctional, functional, operational levels of performanceМежорганизационный, межфункциональный, функциональный и операционный уровни деятельности в организации

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