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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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Three personality facets can relate to increased academic output

Journal of Research in Personality. 2023. Vol. 107. Article 104431.
Sergei Shchebetenko, De-Marchis G., Yuliya Chernukhina, Ulyana Sirotina, Yuliya Vitko

We studied how personality traits relate to academic output indicators. Three-hundred Russian academic authors agreed to participate in the study. They fulfiled the Big Five Inventory-2 online; we gathered their h-index, publication counts, and citation counts using the core Russian Science Citation Index database. Three personality facets―Creative Imagination, Productiveness, and Emotional Volatility― showed persistent incremental effects across the academic indicators. Moreover, Emotional Volatility interacted with either Creative Imagination or Productiveness meaning that the authors showed greater academic performance when their creativity or persistence in pursuing goals were accompanied by larger mood swings. Based on these findings and extant literature, we propose an emotional volatility hypothesis, which complements tenets of the normative theory of increased academic output.

Research target: Psychology Media and Communications
Language: English
Full text
DOI
Keywords: креативностьcreativityciting indexBig Fiveцитированиеpersonality traitsчерты личности"Большая пятерка" личностных чертпятифакторная модель личностиresearch productivityresearch performance evaluationнаучное цитированиеFive-factor model of personalityсамоцитированиеpersonality facetsemotional volatilityself-citingфасеты личностиисследовательская продуктивностьэмоциональная волатильность
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