Conjugate Gradient Method for Solving the Inverse Gravimetry Problem in Multilayered Medium: Parallel Implementation

被引:0
作者
Akimova, E. N. [1 ,2 ]
Misilov, V. E. [1 ,2 ]
机构
[1] NN Krasovskii Inst Math & Mech UB RAS, Ekaterinburg, Russia
[2] Ural Fed Univ, Ekaterinburg, Russia
来源
APPLICATION OF MATHEMATICS IN TECHNICAL AND NATURAL SCIENCES | 2019年 / 2164卷
关键词
GRAVITY PROBLEM; ALGORITHMS;
D O I
10.1063/1.5130861
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
The paper is devoted to construction of the time efficient algorithm for solving the structural inverse gravimetry problem in the case of multilayered medium. The problem is in finding multiple interfaces between layers with different constant densities using known gravitational data. This problem is described by a nonlinear integral equation of the first kind; it is ill-posed. After discretization of the area and approximation of the integral operator, the problem is reduced to solving a system of nonlinear equations. An efficient method was constructed on the basis of the nonlinear conjugate gradient method. The algorithm uses the approximation of the Jacobian matrix of the integral operator based on dropping out the lesser elements and utilizing the Toeplitz-block-Toeplitz structure of the matrix. The parallel algorithm was implemented for the multicore processors and graphics processors using OpenMP and CUDA technologies. The structural gravimetry problem of reconstructing three surfaces using quasi-real data was solved.
引用
收藏
页数:9
相关论文
共 11 条
[1]   Algorithms for solving the structural gravity problem in a multilayer medium [J].
Akimova, E. N. ;
Martyshko, P. S. ;
Misilov, V. E. .
DOKLADY EARTH SCIENCES, 2013, 453 (02) :1278-1281
[2]  
Akimova E.N., 2018, CEUR WORKSHOP P, V2076, P1
[3]  
Akimova E. N., 2019, 18 INT C GEOINF THEO
[4]  
Akimova E. N., 2018, INT MULT SCI GEOCONF, P893
[5]  
Akimova E.N., 2016, Appl. Math. Inf. Sci, V10, P1681
[6]   Optimization of gradient algorithm for solving the nonlinear inverse potential problem [J].
Akimova, Elena N. ;
Misilov, Vladimir E. .
JOURNAL OF COMPUTATIONAL METHODS IN SCIENCES AND ENGINEERING, 2019, 19 (02) :417-424
[7]   Optimized Algorithms for Solving Structural Inverse Gravimetry and Magnetometry Problems on GPUs [J].
Akimova, Elena N. ;
Misilov, Vladimir E. ;
Tretyakov, Andrey I. .
PARALLEL COMPUTATIONAL TECHNOLOGIES, PCT 2017, 2017, 753 :144-155
[8]  
Akimova EN, 2018, 17 INT C GEOINF THEO, DOI [10.3997/2214-4609.201801862, DOI 10.3997/2214-4609.201801862]
[9]  
Bonvalot S., 2012, World gravity map. Commission for the Geological Map of the World
[10]   Solving the structural inverse gravity problem by the modified gradient methods [J].
Martyshko, P. S. ;
Akimova, E. N. ;
Misilov, V. E. .
IZVESTIYA-PHYSICS OF THE SOLID EARTH, 2016, 52 (05) :704-708