A Digital Twin of Life-Cycle Bearing Based on a Defect-Guided Conditional Diffusion Model for Predicting Remaining Life under Limited Degradation Data
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Date
2026Author
Deng, Jiewei
Wen, Guangrui
Lei, Zihao
Xu, Quanning
Su, Yu
Zhang, Zhifen
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AbstractAccurate prediction of the remaining useful life (RUL) for rolling bearings was essential
to ensure the operational reliability and safety of complex industrial equipment.
However, the lack of high-quality life-cycle data in industry impeded the ...