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

Related authors

Optimal probabilistic placement of facilities using a surrogate model for 3D tsunami simulations
Kenta Tozato, Shuji Moriguchi, Shinsuke Takase, Yu Otake, Michael R. Motley, Anawat Suppasri, and Kenjiro Terada
Nat. Hazards Earth Syst. Sci., 23, 1891–1909, https://doi.org/10.5194/nhess-23-1891-2023,https://doi.org/10.5194/nhess-23-1891-2023, 2023
Short summary

Related subject area

Sea, Ocean and Coastal Hazards
Modelling tsunami initial conditions due to rapid coseismic seafloor displacement: efficient numerical integration and a tool to build unit source databases
Alice Abbate, José M. González Vida, Manuel J. Castro Díaz, Fabrizio Romano, Hafize Başak Bayraktar, Andrey Babeyko, and Stefano Lorito
Nat. Hazards Earth Syst. Sci., 24, 2773–2791, https://doi.org/10.5194/nhess-24-2773-2024,https://doi.org/10.5194/nhess-24-2773-2024, 2024
Short summary
Estuarine hurricane wind can intensify surge-dominated extreme water level in shallow and converging coastal systems
Mithun Deb, James J. Benedict, Ning Sun, Zhaoqing Yang, Robert D. Hetland, David Judi, and Taiping Wang
Nat. Hazards Earth Syst. Sci., 24, 2461–2479, https://doi.org/10.5194/nhess-24-2461-2024,https://doi.org/10.5194/nhess-24-2461-2024, 2024
Short summary
Revisiting regression methods for estimating long-term trends in sea surface temperature
Ming-Huei Chang, Yen-Chen Huang, Yu-Hsin Cheng, Chuen-Teyr Terng, Jinyi Chen, and Jyh Cherng Jan
Nat. Hazards Earth Syst. Sci., 24, 2481–2494, https://doi.org/10.5194/nhess-24-2481-2024,https://doi.org/10.5194/nhess-24-2481-2024, 2024
Short summary
Global application of a regional frequency analysis to extreme sea levels
Thomas P. Collings, Niall D. Quinn, Ivan D. Haigh, Joshua Green, Izzy Probyn, Hamish Wilkinson, Sanne Muis, William V. Sweet, and Paul D. Bates
Nat. Hazards Earth Syst. Sci., 24, 2403–2423, https://doi.org/10.5194/nhess-24-2403-2024,https://doi.org/10.5194/nhess-24-2403-2024, 2024
Short summary
Tsunami hazard assessment in the South China Sea based on geodetic locking of the Manila subduction zone
Guangsheng Zhao and Xiaojing Niu
Nat. Hazards Earth Syst. Sci., 24, 2303–2313, https://doi.org/10.5194/nhess-24-2303-2024,https://doi.org/10.5194/nhess-24-2303-2024, 2024
Short summary

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
Download
Short summary
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.
Altmetrics
Final-revised paper
Preprint