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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.
May 25, 2026
'The Humanities Serve as a Conscience'
Maria Mizernaia studies Soviet literature and the history of book publishing. In this interview for the HSE Young Scientists project, she discusses plans to publish a novel about besieged Leningrad, AI-provoked reflections on what it means to be human, and how novels can help satisfy our dopamine hunger.
May 25, 2026
Is It Possible to Predict a Citys Life Based on the Shape of Its Neighbourhoods?
Is it possible to predict, based on the configuration of streets and buildings, where a café will open or where traffic congestion will occur? Participants in the Spatial Analysis and Modelling of Urban Processes research and study group use open data and machine learning to identify universal patterns. Alexander Sheludkov and Eduard Somov discuss the purpose of comparing cities, the need for new forms of urban statistics, and how open data is transforming approaches to urban studies.

 

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Doctoral Education: Global Perspectives

International Higher Education. 2021. No. 105 (Winter). P. 23–24.
Rudakov V., Yudkevich M. M.

Doctoral education worldwide is characterized by parallel trends toward diversity and, at the same time, toward unification. There is no such thing as a standard doctoral education model. The landscape of doctoral education across the world is quite diverse and there is a considerable rise in its variations and flexibility. However, doctoral education has become a global market with flows of international students, faculty, and graduates who create a demand for unification of standards and benchmarking.

Research target: Education
Priority areas: economics
Language: English
DOI
Text on another site
Keywords: internationalizationdoctoral educationdoctoral education model
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