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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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Systems of Distributed Artificial intelligence for Analysis of Oil Product Transportation processes: Evidence from Russia

International Journal of Simulation and Process Modelling. 2021. Vol. 17. No. 2/3. P. 106–115.
Serova E., Shklyaev D.

At present, the use of Artificial Intelligence (AI) methods and tools is an essential component of management information systems for a company to succeed in a rapidly changing environment. Agent-based modelling systems as systems of distributed AI must be considered nowadays as an obligatory stage of decision-making in Russian oil and gas companies, which use modern information technologies actively. The paper is focused on the description and comparative analysis of system dynamics and agent-based modelling, used for intelligent decision support systems development in transport logistics. The main goal of this research is evaluation of the multi-agent system's role for decision-making processes and management information systems development and creating the model of logistics processes (the processes of oil and oil products transportation, loading, and unloading). The work is based on a generalisation of theoretical researches in this area along with international practices and domestic experience.

Research target: Economics and Management Computer Science
Priority areas: economics management business informatics
Language: English
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DOI
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Keywords: simulationtransport logisticsartificial intelligenceagent-based modellingdistributed artificial intelligence systemsprocesses of oil and oil products transportation
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