4.7 Article

Parallel density scanned adaptive Kriging to improve local tsunami hazard assessment for coastal infrastructures

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出版社

ELSEVIER SCI LTD
DOI: 10.1016/j.ress.2022.108441

关键词

Seismic probabilistic tsunami hazard assessment (SPTHA); Hazard Curve; Parallel density scanned Adaptive Kriging (P-ds AK); Oil & gas industry; Refinery

资金

  1. MIUR--Italian Ministry for Scientific Research under the PRIN [2017CEYPS8]

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Seismic Probabilistic Tsunami Hazard Assessment (SPTHA) is a framework for calculating the probability of tsunami waves exceeding a specific threshold height. This study innovatively uses Parallel density scanned Adaptive Kriging (P-ds AK) to improve the computational efficiency of local SPTHA. The application in the oil refinery area in Milazzo, Italy, shows a reduction in the number of high-resolution tsunami simulations required.
Seismic Probabilistic Tsunami Hazard Assessment (SPTHA) is a framework for calculating the probability that seismically induced tsunami waves exceed a specific threshold height, over a given time span and a specific region (i.e. regional SPTHA) or site (i.e. local SPTHA). To account for the uncertainty of the possible sources, SPTHA must integrate the results of a large number of computationally demanding tsunami simulations In this work, we innovatively use Parallel density scanned Adaptive Kriging (P-ds AK) to overcome the computational efficiency challenge of local SPTHA within a framework that consists in modeling/retrieving the full spectrum of possible earthquake triggering events at the regional level, filtering sources not relevant for the target, adopting a clustering procedure to select representative scenarios for inundation modeling, and, finally, adopt P-ds AK to identify the clusters centroids that most influence the hazard intensity (i.e., wave height) in the areas of interest. This approach is applied in the area of the oil refinery located in Milazzo (Italy). The application shows a consistent reduction of the number of high-resolution tsunami simulations required for the evaluation of the hazard curves over a set of inland Point of Interest (Pots), either concentrated in one specific area or distributed along the coast.

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