Author

Xiao-Jun Li

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Open access Sep 2026

Three-dimensional basin-mountain coupling effects on ground motion amplification in sedimentary basins

The seismic response of intermontane basins may differ markedly from that of isolated basins due to complex wave scattering arising from interactions between the basin structure and the surrounding topography. This study investigates three-dimensional seismic wave propagation and ground motion amplification of basin-mo...

Jun-Wei Zhu, Bing Han, Zi-Bo Suo et al. · Scientific Reports · 0 citations

#machine learning Preprint Sep 2026

Seismic Site Response Prediction from Sparse Observations Using Finite-Element-Pretrained Latent Dynamics

Numerical site-response predictions often deviate from observations, yet correcting these discrepancies is difficult because records are limited in both sensor coverage and number of events. This study proposes the Transfer-Enabled Forced Latent Autoencoder for Response Equations (FLARE-T) to improve these predictions...

Yi Zhu, Su Chen, Xiao-Jun Li · 0 citations

Jul 2026

Discovering Latent Response Laws in Forced Physical Systems

FLARE is a forced latent autoencoder for response equations that learns compact response coordinates, identifies sparse input-dependent latent dynamics and decodes equation rollouts to full responses, and predicts long-horizon high-dimensional responses under inputs not used for training.

Yi Zhu, Su Chen, Xiao-Jun Li et al. · arXiv.org · 0 citations