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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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Is It Possible to Predict a Citys Life Based on the Shape of Its Neighbourhoods?
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Russian Policy Across the Middle East: Motivations and Methods

L. : Chatham House, 2018.
Kozhanov N.

Since the fall of the Soviet Union, Russian policy towards the Middle East has been marked by inconsistency and unexpected U-turns. This has made it hard for Western policymakers to understand whether Russia’s presence in the Middle East represents a source of cooperation or of future conflict between Moscow and the West.  
On the one hand, Russia’s stance on Syria, its refusal to recognize the threat posed in the past by Iran’s nuclear and missile programmes, and its frequent attempts to penetrate and, in some cases, to dominate the energy and arms markets of Middle Eastern countries have raised concerns among Western powers. On the other hand, over the same period, Russia’s initial de facto support of Western involvement in the Libyan conflict in 2010–11, its cooperation to resolve the Iranian nuclear issue in 2012–15, its initiatives on conflict resolution in Yemen in 2011–12, and its refusal to export S-300 missile systems to Syria in 2013–14 offered hope that Moscow could play a positive role in the region. 
The nature of Russia’s interaction with the Middle East has shifted since 2012. After the re-election of Vladimir Putin for a third term in 2012, Moscow substantially increased its presence in the region. It became more deeply involved when, on 30 September 2015, Russia launched airstrikes against groups opposing the regime of President Bashar al-Assad in Syria. This set a new precedent. Before September 2015, Russia had tried to avoid any fully fledged involvement in military conflicts in the region. This was also the first time Russia focused on air power instead of ground forces – an approach often used by the US

Priority areas: humanitarian
Language: English
Keywords: foreign policy of RussiaMiddle East and North Africa
Russian Policy Across the Middle East: Motivations and Methods
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