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Xin-Yue Yan

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Sep 2026

Degradation-aware RUL prediction for rolling bearings via multiresolution variable-length patches and hierarchical KAN

A degradation-aware multiresolution hierarchical learning framework for rolling bearing RUL prediction and a hierarchical temporal dependency management module based on Kolmogorov-Arnold Networks is constructed to model intra-patch short-term fluctuations, inter-patch long-term degradation evolution, and cross-resoluti...

Xin-Yue Yan, Hai-Tao Shao, Guo-Xiang Tong · 0 citations

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