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cs.LG2025
A Novel Multimodal RUL Framework for Remaining Useful Life Estimation with Layer-wise Explanations
Waleed Razzaq, Yun-Bo Zhao
Estimating the Remaining Useful Life (RUL) of mechanical systems is pivotal in Prognostics and Health Management (PHM). Rolling-element bearings are among the most frequent causes…
cs.LG2025★ 1 cited
Developing Distance-Aware Physics-Constrained Probabilistic Frameworks for Industrial Prognostics
Waleed Razzaq, Yun-Bo Zhao
Development of reliable and physically interpretable probabilistic frameworks for industrial prognostics remain nascent, and existing literature is often insensitive as inputs move…
cs.LG2025
WLFM: A Well-Logs Foundation Model for Multi-Task and Cross-Well Geological Interpretation
Zhenyu Qi, Qing Yu, Jichen Wang +3
Well-log interpretation is fundamental for subsurface characterization but remains challenged by heterogeneous tool responses, noisy signals, and limited labels. We propose WLFM, a…