A Kriging Metamodel with Adaptive Sampling for Seismic Evaluation of Podium Buildings
Abstract
In this paper, nonlinear time-history dynamic analyses of selected earthquake ground motions are conducted on designated wood-frame podium buildings and the resulting inter-story drifts are analyzed. We aim to construct a reliable region where performance-based seismic design criteria are met, such that a two-step analysis procedure can be used with high confidence. We develop a kriging metamodel with tailored adaptive sampling methods to achieve this goal in a computationally efficient manner. The input variables we consider are the normalized stiffness ratio and the normalized mass ratio of the podium building. We took a six-story wood frame built upon a one-story concrete podium as a case study for our methodology, where our results indicate that the two-step analysis procedure may be used with high confidence if its normalized stiffness ratio is at least 38 and its normalized mass ratio is between 0.5 and 1.5.
Keywords
Cite
@article{arxiv.2301.12302,
title = {A Kriging Metamodel with Adaptive Sampling for Seismic Evaluation of Podium Buildings},
author = {Yuying Huang and Zhiyong Chen and Samuel W. K. Wong},
journal= {arXiv preprint arXiv:2301.12302},
year = {2023}
}
Comments
14 pages, 2 figures