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Lassi Roininen

Publications and source records attributed to Lassi Roininen.

38 records · Page 3Linked to original sources

Elliptic boundary value problems with Gaussian white noise loads

Linear second order elliptic boundary value problems (BVP) on bounded Lipschitz domains are studied in the case of Gaussian white noise loads. Especially, Neumann and Robin BVPs are considered. The main obstacle for applying the usual variational approach is that the Gaussian white noise has irregular realizations. In particular, the corresponding Neumann boundary values are not well-defined in the ordinary sense. In this work, the BVP is reformulated by replacing the continuity of the boundary trace mapping with measurability. Instead of using variational methods alone, the reformulation of the BVP derives also from Cameron-Martin space techniques. The reformulation essentially returns the study of irregular white noise loads to study of $L^2$-loads. Admissibility of the reformulation is demonstrated by showing that usual finite element approximations of the BVP with discretized white noise loads converge to the solution of the reformulated problem. For Neumann and Robin BVPs, the finite dimensional approximations have been utilized before. However, here also the infinite-dimensional limit is considered.

math.PR↗

Sparse approximations of fractional Matérn fields

We consider a fast approximation method for a solution of a certain stochastic non-local pseudodifferential equation. This equation defines a Matérn class random field. The approximation method is based on the spectral compactness of the solution. We approximate the pseudodifferential operator with a Taylor expansion. By truncating the expansion, we can construct an approximation with Gaussian Markov random fields. We show that the solution of the truncated version can be constructed with an over-determined system of stochastic matrix equations with sparse matrices. We solve the system of equations with a sparse Cholesky decomposition. We consider the convergence of the discrete approximation of the solution to the continuous one. Finally numerical examples are given.

math.ST↗