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<p>We introduce a two-parameter Tikhonov regularization method to approximate an ill-posed problem with an unbounded matrix operator. The existence and uniqueness of regularized solutions to the problem are derived. With an a priori as well as an a posteriori parameter choice strategy, convergence analysis of the regularized solution is presented. As an application, we apply the regularization to a simultaneous inversion of the source term and the initial value problem for a heat conduction equation, and numerical experiments are given to demonstrate the effectiveness of the proposed method.</p>

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Stable approximate evaluation of unbounded matrix operator and its application to an inverse problem

  • 期刊论文

  • 发表日期：

    2025年5月9日

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  • Shuang Yu,
  • Hongqi Yang

摘要

We introduce a two-parameter Tikhonov regularization method to approximate an ill-posed problem with an unbounded matrix operator. The existence and uniqueness of regularized solutions to the problem are derived. With an a priori as well as an a posteriori parameter choice strategy, convergence analysis of the regularized solution is presented. As an application, we apply the regularization to a simultaneous inversion of the source term and the initial value problem for a heat conduction equation, and numerical experiments are given to demonstrate the effectiveness of the proposed method.