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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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Психологические методы снижения функциональной фиксированности

Психология. Журнал Высшей школы экономики. 2021. Т. 18. № 3. С. 643–655.
Yagolkovskiy S. R., Медведев Б. П.

This is the second part of research on functional fixedness, a phenomenon of inhibition of creative thinking. Numerous methods to loosen functional fixedness are analyzed. The core principle of these methods is the enrichment of associative space serving as a source for creative ideas and solutions. Some ways to loosen functional fixedness are based on theories and methods presented in scientific literature (e.g., forgetting fixation theory (Smith, 1994), opportunistic assimilation hypothesis (Seifert et al., 1994), etc.). Methods aimed at reducing functional fixedness differ from each other by the degree of generalization. Some of them are based on general recommendation of how to improve creative thinking, other methods are more specific providing detailed instruction what to do. Different parameters of these instructions and ways of their presentation are analyzed. We also examine the role of categorization, past experience, and switching to another activity as factors affecting functional fixedness. Additionally, other approaches are considered, which based on the assumption that this phenomenon is not an unambiguous antagonist of creative thinking, but can help to increase its effectiveness. It takes place if a subject is aware of the influence of past experience on creative thinking and deeply understands the structure of the problem to be solved. In research on functional fixedness, there is a tendency to identify and examine its specific components. This can lead to the development of new targeted methods to loosen functional fixedness.

Research target: Psychology
Language: Russian
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Keywords: creative thinkingтворческое мышлениеустановкафункциональная фиксированностьfunctional fixednessproblem-solving set
Publication based on the results of:
Research of the specifics of creativity management in creative organizations (2021)
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