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Author

Panpan Gai

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Aug 2026

A training-efficient Wiener-type neural network modeling approach for structural dynamic response prediction

A Wiener-type neural network based on CSNN is proposed by reducing the nonlinear state derivative calculator present in CSNN to a linear equation, and an explicit state expression for WNN that discards high-order differentiable items for back propagation is derived, which greatly enhances training efficiency.

Hongwei Li, Yao Hu, Panpan Gai et al. · 0 citations

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