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Kailai Xu

Publications and source records attributed to Kailai Xu.

20 records · Page 2Linked to original sources

Spectral Method for the Fractional Laplacian in 2D and 3D

A spectral method is considered for approximating the fractional Laplacian and solving the fractional Poisson problem in 2D and 3D unit balls. The method is based on the explicit formulation of the eigenfunctions and eigenvalues of the fractional Laplacian in the unit balls under the weighted $L^2$ space. The resulting method enjoys spectral accuracy for all fractional index $α\in (0,2)$ and is computationally efficient due to the orthogonality of the basis functions. We also proposed a numerical integration strategy for computing the coefficients. Numerical examples in 2D and 3D are shown to demonstrate the effectiveness of the proposed methods.

math.NA↗

A Derandomized Algorithm for RP-ADMM with Symmetric Gauss-Seidel Method

For multi-block alternating direction method of multipliers(ADMM), where the objective function can be decomposed into multiple block components, we show that with block symmetric Gauss-Seidel iteration, the algorithm will converge quickly. The method will apply a block symmetric Gauss-Seidel iteration in the primal update and a linear correction that can be derived in view of Richard iteration. We also establish the linear convergence rate for linear systems.

math.OC↗