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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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От лояльности к «зависимости»: негативные аспекты отношений с брендом

Сибирский психологический журнал. 2025. № 96. С. 230–240.
Шаповал О. А.

Modern marketing strategies and advertising have a significant role in fostering consumer
loyalty towards certain brands. However, when the relationship with a brand is strengthened,
consumption becomes more a means of self-identification than a tool to satisfy needs, thereby
acquiring characteristics of behavioral addiction. Despite the extensive research conducted on
brand loyalty, demonstrative and compulsive consumption, the phenomenon of excessive
brand devotion, otherwise referred as brand addiction, remains understudied. In this regard, it
is imperative to undertake a theoretical analysis of psychological underpinnings of excessive
brand devotion. The aim of the present article is to conduct an analysis of the phenomenon of
brand addiction, exploring its potential as a form of excessive devotion to a brand. In the context
of theoretical analysis, the development of scientific interest in negative aspects of the
relationship between a consumer and a brand is firstly considered and systematized. Secondly,
the extant research focusing on transforming commitment into addictive behavior is summarized.
Thirdly, an attempt to differentiate the concept of "brand addiction" from similar psychological
phenomena, such as brand loyalty, compulsive and demonstrative consumption, is
made. The study is founded upon theoretical analysis, with methodologies such as systematization,
comparative analysis and logical synthesis being employed. The results obtained from
this study are as follows. The author identifies brand addiction as a psychological state of
a consumer, which includes affective and behavioral involvement in a certain brand, caused
by an uncontrollable desire to possess the brand's goods. The phenomenon of brand addiction
has been shown to manifest in a number of ways, including the experience of a sense of obligation
to possess a particular brand, the adoption of irrational financial behaviors, feelings of
irritation when unable to interact with the brand, excessive interest, and intrusive behavior
towards others. In contrast to the concept of loyalty, addiction is distinguished by an incapacity
to resist the consumption of goods from a specific brand, despite the availability of more economical
alternatives. Despite the present paucity of evidence to support a classification
of brand addiction as a behavioral addiction, the concept does not align with other concepts
of brand loyalty, demonstrative consumption, and compulsive buying. Brand addiction is
determined not by the qualities of a product, its status, or an attempt of emotional regulation,
but by the "incorporation" of the brand personality into a consumer's identity.

Research target: Psychology
Language: Russian
Full text
DOI
Text on another site
Keywords: лояльностьбрендbrandдемонстративное потреблениеприверженность брендуbrand loyaltyлояльность к брендуirrational behaviorиррациональное поведениеdemonstrative consumptionкомпульсивное потреблениеcompulsive buyingbrand addictionbrand devotioncompulsiveбрендозависимость
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