Department of Civil and Infrastructure Engineering, Indian Institute of Technology Jodhpur, Jodhpur, Rajasthan 342030, India
Rishabh Centre Research and Innovation in Clean Energy, Indian Institute of Technology Jodhpur, Jodhpur, Rajasthan 342030, India
Department of Civil Engineering, Indian Institute of Engineering Science and Technology, Shibpur, West Bengal 711103, India
Santosh Bisoyi received a BTech. degree in Civil Engineering from the College of Engineering and Technology, Bhubaneswar, Odisha, India, in 2019 and an MTech degree in Structural Engineering from the National Institute of Technology Agartala, Tripura, India, in 2021. He is currently working toward a PhD degree in Civil and Infrastructure Engineering at the Indian Institute of Technology Jodhpur, Rajasthan, India. His research interests include structural parameter identification, damage assessment, RUL, retrofitting, signal processing, machine learning, and DL.
Amit Kumar Rathi received a BE degree in Civil Engineering from Jai Narain Vyas University, India, in 2009, and an MTech degree from the Indian Institute of Technology Guwahati, India, in 2011. In 2019, he was awarded a PhD in Structural Engineering from the Indian Institute of Technology Guwahati, India. He is presently serving as an Assistant Professor in the Department of Civil and Infrastructure Engineering and Rishabh Centre Research and Innovation in Clean Energy (Secondary Affiliation) at the Indian Institute of Technology Jodhpur, Rajasthan, India. He has held faculty positions at the National Institute of Technology Sikkim, India and National Institute of Technology Calicut, India. His research focuses on reliability analysis and design, uncertainty quantification, stochastic modelling, structural dynamics, health monitoring, condition assessment and resilience.
Swarup Mahato received a BE degree in Civil Engineering from Bengal Engineering & Science University, Shibpur, in 2010, and MTech and PhD degrees in Structural Engineering from the Indian Institute of Technology Guwahati in 2013 and 2019, respectively. He has held postdoctoral and research positions at Université Gustave Eiffel, France; Kaunas University of Technology, Lithuania; and Aarhus University, Denmark, where his work focused on vibration-based monitoring, photogrammetric techniques, and digital twin–based sensing for structural systems. He is currently serving as an Assistant Professor in the Department of Civil Engineering at the Indian Institute of Engineering Science and Technology, Shibpur, India. His research broadly spans structural health monitoring, signal processing for condition assessment and predictive maintenance, time–frequency analysis, wireless sensing networks, vibration control, and bridge dynamics.
收稿:2025-12-31,
修回:2026-03-23,
录用:2026-04-19,
网络首发:2026-04-29,
纸质出版:2026-06
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Santosh Bisoyi, Amit Kumar Rathi and Swarup Mahato. 基于深度学习模型的滚动轴承剩余使用寿命预测的可靠性评估[J]. 可靠性科学与工程学报(英文), 2026, 2: 025302.
Santosh Bisoyi, Amit Kumar Rathi and Swarup Mahato. Reliability assessment of remaining useful life predictions of roller bearings using deep learning models[J]. Journal of Reliability Science and Engineering, 2026, 2: 025302.
Santosh Bisoyi, Amit Kumar Rathi and Swarup Mahato. 基于深度学习模型的滚动轴承剩余使用寿命预测的可靠性评估[J]. 可靠性科学与工程学报(英文), 2026, 2: 025302. DOI: 10.1088/3050-2454/ae61b4.
Santosh Bisoyi, Amit Kumar Rathi and Swarup Mahato. Reliability assessment of remaining useful life predictions of roller bearings using deep learning models[J]. Journal of Reliability Science and Engineering, 2026, 2: 025302. DOI: 10.1088/3050-2454/ae61b4.
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