Title of article :
Propagating boundary uncertainties using polynomial expansions
Author/Authors :
Thacker، نويسنده , , W.C. and Srinivasan، نويسنده , , A. and Iskandarani، نويسنده , , M. and Knio، نويسنده , , O.M. and Hénaff، نويسنده , , M. Le، نويسنده ,
Issue Information :
روزنامه با شماره پیاپی سال 2012
Abstract :
The method of polynomial chaos expansions is illustrated by showing how uncertainties in boundary conditions specifying the flow from the Caribbean Sea into the Gulf of Mexico manifest as uncertainties in a model’s simulation of the Gulf’s surface elevation field. The method, which has been used for a variety of engineering applications, is explained within an oceanographic context and its advantages and disadvantages are discussed. The method’s utility requires that the spatially and temporally varying uncertainties of the inflow be characterized by a small number of independent random variables, which here correspond to amplitudes of spatiotemporal modes inferred from an available boundary climatology.
Keywords :
Gulf of Mexico , error propagation , uncertainty quantification , Ocean modeling , Polynomial chaos , loop current , HYCOM , Spectral stochastic expansions
Journal title :
Ocean Modelling
Journal title :
Ocean Modelling