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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

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Yang-Kai Ou

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Open access Aug 2026

Calibrated, robust, and physically consistent uncertainty quantification in deep-learning surface-wave shallow shear-velocity inversion

The shallow shear-wave velocity structure obtained from surface-wave dispersion inversion is essential for seismic site characterization; however, deterministic inversion provides only point estimates without uncertainty, while existing probabilistic approaches often lack coverage calibration, systematic robustness e...

Dong Lan, Gui-Lian Deng, Yang-Kai Ou · 0 citations
Open access Sep 2026

Benchmarking time-domain, frequency-domain, and subspace estimators for ambient-vibration modal damping identification

The damping ratio is the modal parameter that is hardest to identify reliably and exhibits the largest scatter in structural health monitoring and operational modal analysis; a trustworthy baseline relies on multi-estimator cross-validation and uncertainty quantification. Measured damping data for high-rise reinforced-...

Dong Lan, Gui-Lian Deng, Yang-Kai Ou · 0 citations

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