A new unbiased stochastic algorithm for solving linear Fredholm equations of the second kind

被引:4
作者
Dinnov, I. T. [1 ]
Maire, S. [2 ]
机构
[1] Bulgarian Acad Sci, Inst Informat & Commun Technol, Acad G Bonchev 25A, Sofia 1113, Bulgaria
[2] SeaTech Univ Toulon, UMR Equipe Signal & Image 7020, Lab LIS, Ave Univ, F-83130 La Garde, France
关键词
Integral equations; Algorithm; Unbiased approach; MONTE-CARLO METHOD;
D O I
10.1007/s10444-019-09676-y
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In this paper, we propose and analyse a new unbiased stochastic approach for solving a class of integral equations. We study and compare the proposed unbiased approach against the known biased Monte Carlo method based on evaluation of truncated Liouville-Neumann series. We also compare the proposed algorithm against the deterministic Nystrom method. Extensions of the unbiased method for the weak and global solutions are described. Extensive numerical experiments have been performed to support the theoretical studies regarding the convergence of the unbiased algorithms. The results are compared to the best known biased Monte Carlo algorithms for numerical integration done in our previous studies. Conclusions about the applicability and efficiency of the proposed algorithms have been drawn.
引用
收藏
页码:1499 / 1519
页数:21
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