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Yanlai Chen

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#graph neural networks Open access Sep 2026

Derivative-Informed Graph Convolutional Autoencoder with Phase Classification for the Lifshitz-Petrich Model

The Lifshitz-Petrich (LP) model is a classical model for describing complex spatial patterns such as quasicrystals and multiphase structures. Solving and classifying the solutions of the LP model is challenging due to the presence of high-order gradient terms and the long-range orientational order characteristic of the...

Yanlai Chen, Yajie Ji, Zhenli Xu · 0 citations

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