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Aug 2026

Feature representation learning by knowledge informed evolutionary generating programming for remaining useful life prediction of winders

Feature extraction from high-speed winding machines is crucial in diagnosing equipment failures in chemical fiber production. However, current methods often face challenges in prediction accuracy and adaptability, especially when accounting for varying degradation modes and operational conditions. This paper proposes...

Jie Ren, Jie Zhang, Junliang Wang et al. · 0 citations
Aug 2026

A Dynamic Prediction Method for Assembly Quality Based on Physics-Informed Machine Learning

In aircraft stringer assembly, flatness out-of-tolerance is caused by the cumulative propagation of multi-source coupled deviations, and it is difficult to perceive this phenomenon dynamically. To address this problem, this study proposes a dynamic prediction method that integrates assembly deviation mechanisms and m...

Hong-Wei Xu, Ming Lu, Wei Wang et al. · 0 citations

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