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Open access Aug 2026

Parameter-Efficient Time–Frequency Temporal Convolution with Log-Percentile Normalization for Underwater Acoustic MAC Protocol Recognition

This study evaluates a parameter-efficient time–frequency temporal convolutional network (RTF-TCN) using exclusively simulated clean waveforms corrupted by independently generated Gaussian or symmetric alpha-stable noise and the results support parameter efficiency within the tested conditions, but they do not establis...

Guanghua Zhang, Gao-Yue Ma, Wu-Di Wen et al. · 1 citation

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