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Dec 2026

SREFNet: A Spectral Residual–Based Evidence Fusion Network for Industrial Fault Diagnosis

Fault detection and diagnosis technology is crucial for ensuring operational safety and improving product quality. In recent years, various deep learning methods have achieved high-precision performance in fault diagnosis. However, real-world process data often contains inevitable noise, which significantly degrades...

Tong-Kang Zhang, Qian-Fan Xing, Jin-Yang Guan et al. · 0 citations
Open access Aug 2026

Gramian angular field encoding enabled ultra-wide-range cryogenic temperature sensing by deep learning.

A deep learning-assisted Gramian Angular Field (GAF) spectral encoding scheme for achieving precise demodulation of wide dynamic range sensing signals is proposed, making the interferometric cryogenic temperature sensing system a competitive candidate for practical deployment in extreme environments.

Jun-Ling Hu, Meiyu Cai, Sa Zhang et al. · 0 citations

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