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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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Building information Modelling (BIM) in Construction Project Management in Russia

P. 213–225.
Nechaeva I.

Construction industry is one of the main and the most conventional economic drivers which explains the participants or construction project teams’ strong resistance to innovation tools and techniques. One of such widespread IT techniques is the process of generating, storing, managing, exchanging, and sharing building information in an interoperable and reusable way, known as building information modelling. The importance of BIM for construction project sustainability during a project life cycle is acknowledged by architectural, engineering, construction (AEC) companies worldwide. However, the efforts of implementing BIM in Russia had hardly been successful till they gained governmental support. The aim of the present research is to investigate BIM application in Russian construction projects by different project participants during a project life cycle and analyse its first evident results. Based on real case studies and state roadmap analysis, peculiarities of BIM implementation in Russian construction market sector were identified and the impact of BIM on construction project sustainability and providing value provided for client were revealed. In particular benefits of governmental support for the success of BIM spread in industry are defined and possible pitfalls AEC companies may encounter in construction project management processes are revealed. Analysis of the findings proves that BIM application allows companies to enhance their performance and competitiveness on the market. As for the key pitfalls, they are rooted in the lack of unified standards for dealing with building information modelling.

Language: English
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Keywords: BIMlean constructionconstruction project managementconstruction project sustainabilityproject life cycle

In book

Fifth International Scientific Conference on Project Management in the Baltic Countries “Project Management Development – Practice and Perspectives”: Riga, Latvia, April 14-15, 2016
Riga: University of Latvia, 2016.
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