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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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Особенности современного этапа и проблемы пространственного развития арктических регионов России

Управленческие науки. 2019. Т. 9. № 4. С. 32–43.
Plisetskiy E., Плисецкий Е. Л.

The study of the problems of spatial development and management of the territories of economic development of the Russian North and the Arctic finds relevance within the implementation of the tasks outlined in the Strategy of spatial development of the Russian Federation and the State program of socio-economic development of the Arctic zone for the foreseeable future. Providing the sustainable development and spatial connectivity of the Arctic regions is necessary for the development and practical application of effective organizational and economic solutions.

The paper analyzes the state policy in the field of socio-economic development of the Arctic regions of Russia, assesses the role of the Northern sea route as an important driver of development of the Arctic regions. Based on the analysis, key conclusions are drawn about the factors such as low population density, low level of infrastructure development, significant distance from the main industrial bases of the country, unfavorable climate for living and economic activity etc which affect and increase the risks of economic activity on spatial development of the Arctic regions.

In these conditions, the priorities of the Strategy of spatial development of the Arctic zone of Russia should be the modernization of its entire transport and logistics system. The most effective forms of spatial organization of the economy and its governance may be territorial clusters, as well as territories

of advanced socio-economic development. They could help in ensuring the implementation of an integrated approach to the development of the Arctic territories and contributing to the diversification of the Arctic region’s economy, attracting investment and thereby improving the quality of life of the population.

The practical significance of the conclusions lies in the possibility of their use in updating strategies and programs for the development of the regions of the Russian North and the Arctic in order to form an effective mechanism of governance for coordinating economic activities and providing an integrated approach to the development of these territories.

Research target: Social and Economic Geography (including Urban and Transportation Studies) Economics and Management
Priority areas: economics state and public administration
Language: Russian
Full text
DOI
Keywords: инфраструктураСеверный морской путьтерриториальные кластерыNorthern Sea RouteАрктическая зона России territorial clusterterritories of advanced social and economic developmentтерритории опережающего социально-экономического развитияArctic zone of Russiageo-strategic territoryопорные зоны социально-экономического развитиягеостратегические территории
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