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Roberto Tomás

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#graph neural networks Open access Sep 2026

PEGNet: A Peridynamics-Inspired and Emergent-Feature-Conditioned Spatio-Temporal Graph Neural Network for Land Subsidence Modeling

Land subsidence prediction remains challenging. Conventional grid-based or sequence-only neural networks struggle to represent these spatial dependencies and often lack structured mechanisms for incorporating region-level deformation priors and local physical consistency. This study develops PEGNet, a Peridynamics-insp...

Siyuan Cheng, Xiaojuan Li, Roberto Tomás et al. · 0 citations

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