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Yuanjun Dai

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Jul 2026

A comparative study of preprocessing methods for physics-informed neural networks in fluid mechanics

This study systematically compares PINNs preprocessing methods, with particular focus on three universal approaches (the non-dimensionalization, inner normalization layers, and synergistic normalization method for data and equation), and provides a practical reference for selecting preprocessing methods in different physical scenarios.

Sheng-Bo Li, Yuanjun Dai, Zhen-Xu Sun et al. · 0 citations

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