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Wen-Long Huang

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#machine learning Preprint Oct 2026

HankelKANet: Lightweight Path Loss Estimation via Physics-Inspired Hankel Convolution

Accurate path loss (PL) estimation is essential for wireless network planning and optimization. This paper proposes HankelKANet, a lightweight physics-inspired network for PL estimation that structurally embeds electromagnetic propagation characteristics into the neural architecture. Built on a single residual UNet bac...

Yue Ruan, Xiao-Xiao Cheng, Yu-Nan Zhu et al. · 0 citations

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