Asynchronous iterations of HSS method for non-Hermitian linear systems

被引:1
作者
Gbikpi-Benissan, Guillaume [1 ,2 ]
Zou, Qinmeng [1 ,3 ]
Magoules, Frederic [1 ,4 ]
机构
[1] Univ Paris Saclay, Cent Supelec, 3 Rue Joliot Curie, F-91190 Gif Sur Yvette, France
[2] RUDN Univ, Peoples Friendship Univ Russia, Engn Acad, Moscow, Russia
[3] Beijing Univ Posts & Telecommun, Sch Sci, Beijing, Peoples R China
[4] Univ Pecs, Fac Engn & Informat Technol, Vasvari Pal Utca 4, H-7622 Pecs, Hungary
关键词
Asynchronous iterations; alternating iterations; Hermitian and skew-Hermitian splitting; non-Hermitian problems; parallel computing; OPTIMIZED SCHWARZ; SPLITTING METHODS; CONVERGENCE; COMMUNICATION; ALGORITHMS; MPI;
D O I
10.1080/00207160.2021.1952572
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
A general asynchronous alternating iterative model is designed, for which convergence is theoretically ensured both under classical spectral radius bound and, then, for a classical class of matrix splittings for H-matrices. The computational model can be thought of as a two-stage alternating iterative method, which well suits to the well-known Hermitian and skew-Hermitian splitting (HSS) approach, with the particularity here of considering only one inner iteration. Experimental parallel performance comparison is conducted between the generalized minimal residual (GMRES) algorithm, the standard HSS and our asynchronous variant, on both real and complex non-Hermitian linear systems, respectively, arising from convection-diffusion and structural dynamics problems. A significant gain on execution time is observed in both cases.
引用
收藏
页码:1105 / 1123
页数:19
相关论文
共 46 条
[1]  
[Anonymous], MONATSH MATH
[2]  
[Anonymous], 1955, MTAC
[3]   Optimal parameter in Hermitian and skew-Hermitian splitting method for certain two-by-two block matrices [J].
Bai, Zhong-Zhi ;
Golub, Gene H. ;
Li, Chi-Kwong .
SIAM JOURNAL ON SCIENTIFIC COMPUTING, 2006, 28 (02) :583-603
[4]   Regularized HSS iteration methods for stabilized saddle-point problems [J].
Bai, Zhong-Zhi .
IMA JOURNAL OF NUMERICAL ANALYSIS, 2019, 39 (04) :1888-1923
[5]   ON THE NUMERICAL BEHAVIOR OF MATRIX SPLITTING ITERATION METHODS FOR SOLVING LINEAR SYSTEMS [J].
Bai, Zhong-Zhi ;
Rozloznik, Miroslav .
SIAM JOURNAL ON NUMERICAL ANALYSIS, 2015, 53 (04) :1716-1737
[6]   Modified HSS iteration methods for a class of complex symmetric linear systems [J].
Bai, Zhong-Zhi ;
Benzi, Michele ;
Chen, Fang .
COMPUTING, 2010, 87 (3-4) :93-111
[7]   On the convergence of additive and multiplicative splitting iterations for systems of linear equations [J].
Bai, ZZ .
JOURNAL OF COMPUTATIONAL AND APPLIED MATHEMATICS, 2003, 154 (01) :195-214
[8]   Hermitian and skew-Hermitian splitting methods for non-hermitian positive definite linear systems [J].
Bai, ZZ ;
Golub, GH ;
Ng, MK .
SIAM JOURNAL ON MATRIX ANALYSIS AND APPLICATIONS, 2003, 24 (03) :603-626
[9]   ASYNCHRONOUS ITERATIVE METHODS FOR MULTIPROCESSORS [J].
BAUDET, GM .
JOURNAL OF THE ACM, 1978, 25 (02) :226-244
[10]   Existence and uniqueness of splittings for stationary iterative methods with applications to alternating methods [J].
Benzi, M ;
Szyld, DB .
NUMERISCHE MATHEMATIK, 1997, 76 (03) :309-321