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The paucity of the historical record confounds the efficient probabilistic characterization of storm surge hazards. This book presents efficient parametric and nonparametric simulation techniques for evaluating the frequencyofoccurrence of storm surge hazards under stationary and nonstationary climate scenarios. Given the prohibitive computational requirements of stateoftheart basinscale hydrodynamic simulations, the effective implementation of a stochastic simulation framework requires the introduction of a new paradigm: optimal function recovery, rather than repeated direct hydrodynamic simulations, via sparse gridsupported multivariate regression functions. The methods presented in the book are directly applicable to other multiparameter hazards such as earthquakes and riverine floods.
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