Volume 44 Issue 10
Oct.  2023
Turn off MathJax
Article Contents
YUAN Xiaoyu, FENG Xiaoli, ZHANG Yun. An Iterative Regularization Method for Solving Backward Problems With 2 Perturbation Data[J]. Applied Mathematics and Mechanics, 2023, 44(10): 1260-1271. doi: 10.21656/1000-0887.440066
Citation: YUAN Xiaoyu, FENG Xiaoli, ZHANG Yun. An Iterative Regularization Method for Solving Backward Problems With 2 Perturbation Data[J]. Applied Mathematics and Mechanics, 2023, 44(10): 1260-1271. doi: 10.21656/1000-0887.440066

An Iterative Regularization Method for Solving Backward Problems With 2 Perturbation Data

doi: 10.21656/1000-0887.440066
  • Received Date: 2023-03-14
  • Rev Recd Date: 2023-05-05
  • Publish Date: 2023-10-31
  • The backward problem of space-fractional diffusion equations with perturbed diffusion coefficients and perturbed final data was considered. The initial data were recovered from the measured data at the final time. Given the severe ill-posedness of this problem, an iterative regularization method was proposed to tackle it. The convergence error estimate between the exact and approximate solutions was obtained under the assumption of an a-priori bound on the exact solution. Finally, several numerical simulations were conducted to verify the effectiveness of this method.
  • loading
  • [1]
    METZLER R, KLAFTER J. The restaurant at the end of the random walk: recent developments in the description of anomalous transport by fractional dynamics[J]. Journal of Physics A: Mathematical and General, 2004, 3737 (87): 161-208.
    [2]
    HALL M G, BARRICK T R. From diffusion-weighted MRI to anomalous diffusion imaging[J]. Magnetic Resonance in Medicine, 2008, 59 (3): 447-455. doi: 10.1002/mrm.21453
    [3]
    BENSON D A, WHEATCRAFT S W, MEERSCHAERT M M. Application of a fractional advection-dispersion equation[J]. Water Resources Research, 2000, 36 (6): 1403-1412. doi: 10.1029/2000WR900031
    [4]
    余钊圣, 林建忠. 粘弹性二阶流体混合层流场拟序结构的数值研究[J]. 应用数学和力学, 1998, 19 (8): 671-677. http://www.applmathmech.cn/article/id/2445

    YU Zhaosheng, LIN Jianzhong. Numerical research on the coherent structure in the viscoelastic second-order mixing layers[J]. Applied Mathematics and Mechanics, 1998, 19 (8): 671-677. (in Chinese) http://www.applmathmech.cn/article/id/2445
    [5]
    KOENDERINK J J. The structure of images[J]. Biological Cybernetics, 1984, 50 (5): 363-370. doi: 10.1007/BF00336961
    [6]
    ATMADJA J, BAGTZOGLOU A C. Pollution source identification in heterogeneous porous media[J]. Water Resources Research, 2001, 37 (8): 2113-2125. doi: 10.1029/2001WR000223
    [7]
    FENG X L, ZHAO M X, QIAN Z. A Tikhonov regularization method for solving a backward time-space fractional diffusion problem[J]. Journal of Computational and Applied Mathematics, 2022, 411 : 114236. doi: 10.1016/j.cam.2022.114236
    [8]
    KHIEU T T, VO H H. Recovering the historical distribution for nonlinear space-fractional diffusion equation with temporally dependent thermal conductivity in higher dimensional space[J]. Journal of Computational and Applied Mathematics, 2019, 345 : 114-126. doi: 10.1016/j.cam.2018.06.018
    [9]
    YANG F, PU Q, LI X X. The fractional Landweber method for identifying the space source term problem for time-space fractional diffusion equation[J]. Numerical Algorithms, 2021, 87 (3): 1229-1255. doi: 10.1007/s11075-020-01006-4
    [10]
    YANG F, WANG N, LI X X. A quasi-boundary regularization method for identifying the initial value of time-fractional diffusion equation on spherically symmetric domain[J]. Journal of Inverse and Ill-Posed Problems, 2019, 27 (5): 609-621. doi: 10.1515/jiip-2018-0050
    [11]
    赵丽志, 冯晓莉. 一类随机对流扩散方程的反源问题[J]. 应用数学和力学, 2022, 43 (12): 1392-1401. doi: 10.21656/1000-0887.420399

    ZHAO Lizhi, FENG Xiaoli. The inverse source problem for a class of stochastic convection-diffusion equations[J]. Applied Mathematics and Mechanics, 2022, 43 (12): 1392-1401. (in Chinese) doi: 10.21656/1000-0887.420399
    [12]
    SHI C, WANG C, ZHENG G, et al. A new a posteriori parameter choice strategy for the convolution regularization of the space-fractional backward diffusion problem[J]. Journal of Computational and Applied Mathematics, 2015, 279 : 233-248. doi: 10.1016/j.cam.2014.11.013
    [13]
    TUAN N H, KIRANE M, BIN M B, et al. Filter regularization for final value fractional diffusion problem with deterministic and random noise[J]. Computers and Mathematics With Applications, 2017, 74 (6): 1340-1361. doi: 10.1016/j.camwa.2017.06.014
    [14]
    柳冕, 程浩, 石成鑫. 一类非线性时间分数阶扩散方程反问题的变分型正则化[J]. 应用数学和力学, 2022, 43 (3): 341-352. doi: 10.21656/1000-0887.420168

    LIU Mian, CHENG Hao, SHI Chengxin. Variational regularization of the inverse problem of a class of nonlinear time-fractional diffusion equations[J]. Applied Mathematics and Mechanics, 2022, 43 (3): 341-352. (in Chinese) doi: 10.21656/1000-0887.420168
    [15]
    NEZZA E D, PALATUCCI G, VALDINOCI E. Hitchhiker's guide to the fractional Sobolev spaces[J]. Bulletin Des Sciences Mathematiques, 2012, 136 (5): 521-573. doi: 10.1016/j.bulsci.2011.12.004
    [16]
    ZHENG G H, WEI T. Two regularization methods for solving a Riesz-Feller space-fractional backward diffusion problem[J]. Inverse Problems, 2010, 26 (11): 115017. doi: 10.1088/0266-5611/26/11/115017
    [17]
    ZHENG G H, ZHANG Q G. Determining the initial distribution in space-fractional diffusion by a negative exponential regularization method[J]. Inverse Problems in Science and Engineering, 2017, 25 (7): 965-977. doi: 10.1080/17415977.2016.1209750
    [18]
    ZHAO J, LIU S, LIU T. An inverse problem for space-fractional backward diffusion problem[J]. Mathematical Methods in the Applied Sciences, 2014, 37 (8): 1147-1158. doi: 10.1002/mma.2876
    [19]
    LUAN T N, KHANH T Q. Determination of initial distribution for a space-fractional diffusion equation with time-dependent diffusivity[J]. Bulletin of the Malaysian Mathematical Sciences Society, 2021, 44 (5): 3461-3487. doi: 10.1007/s40840-021-01118-7
    [20]
    TUAN N H, HAI D N D, KIRANE M. On a Riesz-Feller space fractional backward diffusion problem with a nonlinear source[J]. Journal of Computational and Applied Mathematics, 2017, 312 : 103-126. doi: 10.1016/j.cam.2016.01.003
    [21]
    TUAN N H, TRONG D D, HAI D N D, et al. A Riesz-Feller space-fractional backward diffusion problem with a time-dependent coefficient: regularization and error estimates[J]. Mathematical Methods in the Applied Sciences, 2017, 40 (11): 4040-4064. doi: 10.1002/mma.4284
    [22]
    DIEN N M, TRONG D D. The backward problem for nonlinear fractional diffusion equation with time-dependent order[J]. Bulletin of the Malaysian Mathematical Sciences Society, 2021, 44 (5): 3345-3359. doi: 10.1007/s40840-021-01113-y
    [23]
    CHENG H, FU C L. An iteration regularization for a time-fractional inverse diffusion problem[J]. Applied Mathematical Modelling, 2012, 36 (11): 5642-5649. doi: 10.1016/j.apm.2012.01.016
    [24]
    DENG Y, LIU Z. Iteration methods on sideways parabolic equations[J]. Inverse Problems, 2009, 25 (9): 095004. doi: 10.1088/0266-5611/25/9/095004
    [25]
    DENG Y, LIU Z. New fast iteration for determining surface temperature and heat flux of general sideways parabolic equation[J]. Nonlinear Analysis: Real World Applications, 2011, 12 (1): 156-166. doi: 10.1016/j.nonrwa.2010.06.005
    [26]
    WANG J G, WEI T. An iterative method for backward time-fractional diffusion problem[J]. Numerical Methods for Partial Differential Equations, 2014, 30 (6): 2029-2041. doi: 10.1002/num.21887
    [27]
    孙志忠, 高广花. 分数阶微分方程的有限差分法[M]. 北京: 科学出版社, 2015.

    SUN Zhizhong, GAO Guanghua. Finite Difference Method for Fractional Differential Equations[M]. Beijing: Science Press, 2015. (in Chinese)
    [28]
    SAICHEV A I, ZASLAVAKY G M. Fractional kinetic equations: solutions and applications[J]. Chaos, 1997, 7 (4): 753-764. doi: 10.1063/1.166272
    [29]
    ÇELIK C, DUMAN M. Crank-Nicolson method for the fractional diffusion equation with the Riesz fractional derivative[J]. Journal of Computational Physics, 2012, 231 (4): 1743-1750. doi: 10.1016/j.jcp.2011.11.008
  • 加载中

Catalog

    通讯作者: 陈斌, bchen63@163.com
    • 1. 

      沈阳化工大学材料科学与工程学院 沈阳 110142

    1. 本站搜索
    2. 百度学术搜索
    3. 万方数据库搜索
    4. CNKI搜索

    Figures(2)  / Tables(3)

    Article Metrics

    Article views (246) PDF downloads(57) Cited by()
    Proportional views
    Related

    /

    DownLoad:  Full-Size Img  PowerPoint
    Return
    Return