Tikhonov正则化
反问题
数学
正规化(语言学)
应用数学
先验与后验
本征函数
理论(学习稳定性)
反向
数学优化
数学分析
计算机科学
特征向量
物理
认识论
机器学习
量子力学
哲学
人工智能
几何学
作者
Lili Wang,Ting Wei,Guang-Hui Zheng
摘要
In this paper, we investigate the inverse problem of recovering unknown random source and initial value simultaneously from statistical measurement data in a time-fractional stochastic diffusion equation. Based on the eigenfunction expansions, we first establish the statistical moments estimate for the solution of direct problem. Then the conditional stability for inverse problem is also proved. Furthermore, to address the issue of ill-posedness of inverse problem, the Tikhonov regularization method is adopted, and an a priori and a posteriori convergence rate estimates are obtained. Finally, several numerical results are presented to illustrate the effectiveness of the proposed method.
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