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bearing prognostics 1cnn-lstm 1remaining useful life 1stage-aware modeling 1transformer 1vibration analysis 1

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eess.SP2026

When Linear RUL Labels Disagree with Vibration Degradation: A Stage-Aware Target and Dual-Scale Predictor Evaluated on XJTU-SY and IMS

Behrad Mousaei Shir-Mohammad, Seyed Reza Tavakoli, Mohammad Mohammadi +3

The paper proposes a stage‑aware degradation target and a dual‑scale predictor (CNN‑LSTM and Transformer) for bearing remaining useful life estimation, showing improved accuracy on…