Author

Zhao-Bin Zhang

2 papers indexed here

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Open access Aug 2026

Physics-Structured POD–Neural Networks for Reduced-Order Modeling of the Three-Dimensional Temperature Field in HVDC Cables Across Operating Conditions

The temperature field of a high-voltage direct-current (HVDC) cable governs its current rating and insulation lifetime and must therefore be predicted accurately across diverse operating conditions. Finite-element (FE) simulation is accurate but too costly for repeated evaluation, whereas data-driven reduced-order mode...

Ya Zhang, Kang-Jie Ruan, Mingliang Cheng et al. · Electronics · 0 citations

#machine learning Preprint Sep 2026

A Computational Comparison of Fourier Spectral Differentiation and Spatial Automatic Differentiation in Periodic Physics-Informed Neural Networks

Fourier spectral differentiation provides substantially lower training time and memory usage than spatial AD while retaining comparable solution error, at the cost of requiring a uniform structured spatial grid.

Xi-Lai Liang, Zhao-Bin Zhang · 0 citations