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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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?

Ontologies to Reduce Uncertainty in R&D Project Planning

P. 370–379.
Stoianova O.V., Moskaleva V.D.

R&D projects often fail to meet predetermined deadlines and budgets, which is due not only to poor organization of the research and development pro- cess, but also to the complexity of performance and efficiency evaluation. The evaluation of effectiveness is complicated by the fact that the final result is made up of a sequence of other results. In assessing effectiveness, a significant share of uncertainty lies in the evaluation of labor costs. The aim of the study is to develop tools to reduce information uncertainty and improve the validity of plan- ning decisions for R&D projects. The paper presents ontologies reflecting rela- tionships between R&D processes and activities within processes with R&D re- sults, as well as relationships between R&D results. The purpose of these ontol- ogies is to evaluate the individual stages of the process in terms of performance; to determine the authorship of individual results and, accordingly, to evaluate the work of employees. Models in the form of ontologies and proposed knowledge extraction procedures serve as the basis for the decision support system for R&D project management. With the help of this system the formation of project teams and the allocation of resources to project tasks can be carried out when resolving resource conflicts.

Language: English
DOI
Keywords: ontologyresearch and developmentProject planningProcess evaluation

In book

Proceedings of the Fifth International Scientific Conference "Intelligent Information Technologies for Industry" (IITI'21)
Vol. 330. , Springer, 2022.
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