DATA ASSIMILATION FOR LINEAR PARABOLIC EQUATIONS: MINIMAX PROJECTION METHOD

被引:10
作者
Zhuk, Sergiy [1 ]
Frank, Jason [2 ]
Herlin, Isabelle [3 ]
Shorten, Robert [1 ,4 ]
机构
[1] IBM Res Ireland, Dublin 15, Ireland
[2] Univ Utrecht, Math Inst, NL-3508 TA Utrecht, Netherlands
[3] INRIA, F-78153 Le Chesnay, France
[4] Univ Coll Dublin, Sch Elect Engn, Dublin 4, Ireland
关键词
PDEs; DAEs; state estimation; minimax; projection; structure preservation; STATE ESTIMATION;
D O I
10.1137/13094709X
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In this paper we propose a state estimation method for linear parabolic partial differential equations (PDE) that accounts for errors in the model, truncation, and observations. It is based on an extension of the Galerkin projection method. The extended method models projection coefficients, representing the state of the PDE in some basis, by means of a differential-algebraic equation (DAE). The original estimation problem for the PDE is then recast as a state estimation problem for the constructed DAE using a linear continuous minimax filter. We construct a numerical time integrator that preserves the monotonic decay of a nonstationary Lyapunov function along the solution. To conclude, we demonstrate the efficacy of the proposed method by applying it to the tracking of a discharged pollutant slick in a two-dimensional fluid.
引用
收藏
页码:A1174 / A1196
页数:23
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