Back to Search
Start Over
Probabilistic Tsunami Hazard Analysis: High Performance Computing for Massive Scale Inundation Simulations
- Source :
- Frontiers in Earth Science, Vol 8 (2020), Frontiers in Earth Science
- Publication Year :
- 2020
- Publisher :
- Frontiers Media SA, 2020.
-
Abstract
- Probabilistic Tsunami Hazard Analysis (PTHA) quantifies the probability of exceeding a specified inundation intensity at a given location within a given time interval. PTHA provides scientific guidance for tsunami risk analysis and risk management, including coastal planning and early warning. Explicit computation of site-specific PTHA, with an adequate discretization of source scenarios combined with high-resolution numerical inundation modelling, has been out of reach with existing models and computing capabilities, with tens to hundreds of thousands of moderately intensive numerical simulations being required for exhaustive uncertainty quantification. In recent years, more efficient GPU-based High-Performance Computing (HPC) facilities, together with efficient GPU-optimized shallow water type models for simulating tsunami inundation, have now made local long-term hazard assessment feasible. A workflow has been developed with three main stages: 1) Site-specific source selection and discretization, 2) Efficient numerical inundation simulation for each scenario using the GPU-based Tsunami-HySEA numerical tsunami propagation and inundation model using a system of nested topo-bathymetric grids, and 3) Hazard aggregation. We apply this site-specific PTHA workflow here to Catania, Sicily, for tsunamigenic earthquake sources in the Mediterranean. We illustrate the workflows of the PTHA as implemented for High-Performance Computing applications, including preliminary simulations carried out on intermediate scale GPU clusters. We show how the local hazard analysis conducted here produces a more fine-grained assessment than is possible with a regional assessment. However, the new local PTHA indicates somewhat lower probabilities of exceedance for higher maximum inundation heights than the available regional PTHA. The local hazard analysis takes into account small-scale tsunami inundation features and non-linearity which the regional-scale assessment does not incorporate. However, the deterministic inundation simulations neglect some uncertainties stemming from the simplified source treatment and tsunami modelling that are embedded in the regional stochastic approach to inundation height estimation. Further research is needed to quantify the uncertainty associated with numerical inundation modelling and to properly propagate it onto the hazard results, to fully exploit the potential of site-specific hazard assessment based on massive simulations.
- Subjects :
- 010504 meteorology & atmospheric sciences
Discretization
hazard
Computer science
Hazard analysis
010502 geochemistry & geophysics
computer.software_genre
01 natural sciences
inundation
probabilistic tsunami hazard analysi
14. Life underwater
Uncertainty quantification
lcsh:Science
Risk management
0105 earth and related environmental sciences
Warning system
business.industry
gpu
Probabilistic logic
high-performance computing
Hazard
earthquake
probabilistic tsunami hazard analysis
General Earth and Planetary Sciences
lcsh:Q
tsunami
Data mining
business
Scale (map)
computer
Subjects
Details
- ISSN :
- 22966463
- Volume :
- 8
- Database :
- OpenAIRE
- Journal :
- Frontiers in Earth Science
- Accession number :
- edsair.doi.dedup.....3cca2236189d64a6fe680c537ac1b209
- Full Text :
- https://doi.org/10.3389/feart.2020.591549