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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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Meaningful analysis of innovation, business and entrepreneurial ecosystem concepts

Russian Management Journal. 2020. Vol. 18. No. 1. P. 73–102.
Burda Y., Volkova I., Gavrikova E.

Over the last decade academic literature faced a boom of publications devoted to the notion of ecosystem, which resulted in the emergence of various research streams and corresponding fragmentation of the research domain. Existing variety of meanings and contradictory definitions necessitates conducting a thorough literature review on three tightly coupled concepts of innovation ecosystem, business ecosystem and entrepreneurial ecosystem. This study is based upon a mixed technique, which combines bibliometric analysis and in-depth investigation of papers devoted to these research streams. Trough examining their theoretical background, constructing conceptual structures and in-depth analysis we were able to define the essence of innovation, business and entrepreneurial ecosystems as well as their distinctive features. Then we proceed with the comparative analysis of these concepts, which allowed us to outline existing similarities and to demarcate them from an ontological perspective. This study provides certain clarification for the existing conceptual mix in the field of ecosystem research and can be used as a foundation for a further investigation of the concept.

Priority areas: management
Language: English
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Keywords: value creationecosysteminnovation ecosystembibliometric analysisentrepreneurial ecosystemcoopetitionbusiness ecosystem
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