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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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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.
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?

Государственно-частное партнерство в уголовно-исполнительной системе России

С. 58–65.
Дятлова Н. А.

An article considers issues concerning possibility of involving penitentiary institutions in public-private partnership projects. On the basis of the analysis of legislation on public-private partnership and those rules regulating penitentiary system of the Russian Federation, a summary on valuable practicability for creation of private correctional institution  for resolving some issues in criminal-execution system of Russia in modern trends.

The purpose of the research is legal analysis and suggestion how to resolve theoretical and practical difficulties when non-governmental (private) correctional institutions are set-up in Russian penitentiary system. The article is considering matters of development of the private penitentiary system abroad, differentiation of public-private partnership from “privatisation” of correctional institutions, possible sources of profit from private correctional institutions, formulation of key specifics which require special emphasis for structuring conditions of agreement on public-private partnership, elaboration on this basis recommendations for improvement of legislation of the Russian Federation in the area of nvestigation.

There is a special emphasis in this research that at the moment there is a great demand for attracting investments in Russian penitentiary system in renovation and repair of their buildings, as well as in construction of the new correctional institutions. For bringing a system of execution punishment in compliance with norms of international standards an additional financing of the system of execution punishment is required. However, at the moment the state has no sufficient financing for its penitentiary system. At that work of convicted persons, even non-qualified one, can be profitable, in accordance with foreign experience. Use of model of public-private partnership in the system of execution punishment would help to resolve some problems, including decrease of unemployment level.

Language: Russian
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Keywords: концессионное соглашениегосударственно-частное партнерствоГЧПconcession agreementуголовно-исполнительная системаPublic-Private Partnership (PPP)reform of penitentiary systemпенитенциарная системаpenitentiary systemпрепятствия для реализации ГЧПуголовно-исполнительное законодательствосоглашение о ГЧПPPP objectPPP agreementобъект ГЧПcriminal-execution legislationnon-governmental correctional institutionsprivate prisonscriminal-execution systemнегосударственное исправительное учреждениечастные тюрьмы

In book

Проблемы гражданского права и процесса. Сборник научных статей. Гродно, 2020. Вып. 5.
Вып. 5. , Гродно: Гродненский государственный университет им. Янки Купалы, 2020.
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