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Zhen Zhang

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Preprint Aug 2026

Optimizing Parameterized Physics-Informed Neural Networks to Solve Multilayered Static Linear Elastic PDEs

The trained P2INN model remains a lightweight model with a simple forward pass for future calculations, creating an alternative to traditional FEM, and could accelerate the inverse design and optimization of advanced layered architectures for protective structures in various load-heavy or potentially collision-heavy fi...

Joseph Lim, Hanbo Song, Zhen Zhang · 0 citations

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