Abstract
In this article, we are concerned with the analysis on the numerical reconstruction of the spatial component in the source term of a time-fractional diffusion equation. This ill-posed problem is solved through a stabilized nonlinear minimization system by an appropriately selected Tikhonov regularization. The existence and the stability of the optimization system are demonstrated. The nonlinear optimization problem is approximated by a fully discrete scheme, whose convergence is established under a novel result verified in this study that the H1-norm of the solution to the discrete forward system is uniformly bounded. The iterative thresholding algorithm is proposed to solve the discrete minimization, and several numerical experiments are presented to show the efficiency and the accuracy of the algorithm.
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Acknowledgments
The authors thank Professor Bangti Jin (University College London) for his constructive discussions and appreciate the valuable comments by the anonymous referees.
Funding
The first author is financially supported by the National Natural Science Foundation of China (NSFC, Nos. 11871240, 11401241, 11571265) and NSFC-RGC (China-Hong Kong, No. 11661161017). The second author is financially supported by Japan Society for the Promotion of Science KAKENHI Grant Number JP15H05740. The last author is financially supported by the NSFC (Nos. 11871057 and 11501447).
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Communicated by: Martin Stynes
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Jiang, D., Liu, Y. & Wang, D. Numerical reconstruction of the spatial component in the source term of a time-fractional diffusion equation. Adv Comput Math 46, 43 (2020). https://doi.org/10.1007/s10444-020-09754-6
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DOI: https://doi.org/10.1007/s10444-020-09754-6
Keywords
- Time-fractional diffusion equation
- Inverse source problem
- Finite element method
- Iterative thresholding algorithm