4.5 Article

Can small islands protect nearby coasts from tsunamis? An active experimental design approach

Publisher

ROYAL SOC
DOI: 10.1098/rspa.2014.0575

Keywords

tsunamis; machine learning; active optimization

Funding

  1. EU FP7 program ASTARTE
  2. Strategic and Major Initiatives scheme of University College Dublin
  3. SFI under the programme ERC Starter Grant - Top Up [12/ERC/E2227]
  4. ERC [ERC-2011-AdG 290562-MULTIWAVE]
  5. Cultural Service of the French Embassy in Dublin
  6. EDSP of ENS-Cachan
  7. Science Foundation Ireland (SFI) [12/ERC/E2227] Funding Source: Science Foundation Ireland (SFI)

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Small islands in the vicinity of the mainland are widely believed to offer protection from wind and waves and thus coastal communities have been developed in mainland areas behind small islands. However, whether they offer protection from tsunamis is unclear. Do islands act as natural barriers? Recent post-tsunami survey data, supported by numerical simulations, reveal that the run-up on coastal areas behind small islands was significantly higher than on neighbouring locations not affected by the presence of the islands. To study the conditions of this run-up amplification, we solve numerically the nonlinear shallow water equations. We use the simplified geometry of a conical island sitting on a flat seafloor in front of a uniform sloping beach. By doing so, the experimental set-up is defined by five physical parameters, namely the island slope, the beach slope, the water depth, the distance between the island and the plane beach and the incoming wavelength, while the wave height was kept fixed. The objective is to find the maximum run-up amplification with the least number of simulations. To achieve this goal, we build an emulator based on Gaussian Processes to guide the selection of the query points in the parameter space. We thus reduce substantially the computations required to identify the run-up amplification. Our results show that the island acts as a focusing lens for energy and amplifies the run-up along the coastline behind its lee side, instead of protecting it, as popular beliefs suggest.

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