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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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Ru-Rh based catalysts for hydrogen production via methanol steam reforming in conventional and membrane reactors

International Journal of Hydrogen Energy. 2019. Vol. 44. No. 26. P. 13310–13322.
Lytkina A.A. Л., Orekhova N.V. О., Ermilova M.M. Е., Petriev I.S. П., Baryshev M.G. Б., Yaroslavtsev A. B.

Results of hydrogen production study in methanol steam reforming (MSR) process with the use of Ru0.5eRh0.5 catalysts supported on different carbon materials: synthetic graphitelike material Sibunit, carbon black Ketjenblack EC600DJ, detonation nanodiamonds (DND) and ZrO2-based material with fluorite structure, doped with ceria, have been described. The samples have been tested in conventional flow reactor and membrane (MR) reactor, containing Pd-based membranes with different composition, thickness and surface architecture. It has been shown that the catalytic activity of the composites depends on the support nature. The RueRh/DND catalyst exhibits the highest activity, whereas Rue Rh/Ce0.1Zr0.9O2ed is the most selective. The use of PdeAg (23%) foil with the surface modified by palladium black showed great advantages comparing to the smooth dense membrane. The use of the MR with the PdeAg membrane improves the MSR reaction and provides almost 50% increase in the hydrogen yield. The hydrogen produced with the use of the MR is ultra pure.

Research target: Chemistry Nanotechnologies
Language: English
Full text
DOI
Keywords: supportHydrogen productionMethanol steam reformingMembrane catalysisPd-containing membranesRu-Rh catalystsмембранный катализPd-содержащие мембраныпаровой риформинг метанолапроизводство водородаRu-Rh катализаторыноситель
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