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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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Ukrainian Discourses on NATO: Securitization, Otherness, and Their Effects on Russo-Ukrainian Relations

Russian Politics. 2023. Vol. 8. No. 2. P. 165–180.
Zhyrun I.

Ukraine’s aspirations for NATO membership have been a source of contention between Russia and Ukraine for decades. At the same time, domestic debates in Ukraine on relations with NATO have also been a divisive issue for Ukraine’s ruling political elites. These conflicts culminated in 2022, when Russia launched a military offensive against Ukraine claiming that its movement towards NATO was an existential threat to the Russian state. This paper summarizes some of the results of my longitudinal research of ruling elite discourse on NATO in Ukraine between 1997 and 2018. It focuses on the changes in national identity discourse and contestation, pinpointing their constitutive role for Ukrainian foreign policy.

Language: English
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Keywords: НАТОРоссияУкраинаRussiaнациональная идентичностьдискурс-анализUkrainediscourse analysisNATOnational identityполитические элитыpolitical elitesбезопасностьUkraine conflict
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