Articles | Volume 22, issue 4
https://doi.org/10.5194/nhess-22-1267-2022
https://doi.org/10.5194/nhess-22-1267-2022
Research article
 | 
11 Apr 2022
Research article |  | 11 Apr 2022

Rapid tsunami force prediction by mode-decomposition-based surrogate modeling

Kenta Tozato, Shinsuke Takase, Shuji Moriguchi, Kenjiro Terada, Yu Otake, Yo Fukutani, Kazuya Nojima, Masaaki Sakuraba, and Hiromu Yokosu

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Cited articles

Aliabadi, S. and Tezduyar, T. E.: Stabilized-finite-element/interface-capturing technique for parallel computation of unsteady flows with interfaces, Comput. Method. Appl. M., 190, 243–261, https://doi.org/10.1016/S0045-7825(00)00200-0, 2000. a
American Society of Civil Engineers: ASCE standard “Minimum design loads for buildings and other structures” (ASCE/SEI 7-16), https://doi.org/10.1061/9780784414248, 2017. a
Bamer, F. and Bucher, C.: Application of the proper orthogonal decomposition for linear and nonlinear structures under transient excitations, Acta Mech., 223, 2549–2563, https://doi.org/10.1007/s00707-012-0726-9, 2012. a
Buhmann, M. D.: Multivariate cardinal interpolation with radial-basis functions, Constr. Approx., 6, 225–255, https://doi.org/10.1007/BF01890410, 1990. a
Chiu, P. H. and Lin, Y. T.: A conservative phase field method for solving incompressible two-phase flows, J. Comput. Phys., 230, 185–204, https://doi.org/10.1016/j.jcp.2010.09.021, 2011. a
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This study presents a novel framework for rapid tsunami force predictions through the application of mode-decomposition-based surrogate modeling with 2D–3D coupled numerical simulations. A numerical example is presented to demonstrate the applicability of the proposed framework to one of the tsunami-affected areas during the Great East Japan Earthquake of 2011.
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