Parallel real-world LU decomposition: Gauss vs. Crout algorithm

被引:1
|
作者
Stabrowski, Marek [1 ]
机构
[1] Lublin Univ Econ & Innovat, Lublin, Poland
来源
OPEN COMPUTER SCIENCE | 2018年 / 8卷 / 01期
关键词
parallel LU decomposition; Gauss decomposition; Crout decomposition; POSIX threads;
D O I
10.1515/comp-2018-0020
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
This paper presents numerical experiments with assorted versions of parallel LU matrix decomposition algorithms (Gauss and Crout algorithm). The tests have been carried out on the hardware platform with four-core Skylake processor featuring hyperthreading technology doubling virtually core number. Parallelization algorithms have been implemented with the aid of classic POSIX threads library. Experiments have shown that basic 4-thread acceleration of all parallel implementations is almost equal to the number of threads/processors. Both algorithms are worth considering in real-world applications (Florida University collection). Gauss algorithm is a better performer, with respect to timing, in the case of matrices with lower density of nonzeros, as opposed to higher density matrices. The latter are processed more efficiently with the aid of Crout algorithm implementation.
引用
收藏
页码:210 / 217
页数:8
相关论文
共 50 条
  • [1] Real-world evidence vs. randomized control trials
    Deleuran, M.
    Vestergaard, C.
    [J]. BRITISH JOURNAL OF DERMATOLOGY, 2020, 182 (02) : 275 - 276
  • [2] Q&A: Published advice vs. real-world difficulties
    Anthony, Laurence
    Yamazaki, Atsuko K.
    Turk, Deborah C.
    [J]. 2006 IEEE INTERNATIONAL PROFESSIONAL COMMUNICATION CONFERENCE, 2006, : 11 - +
  • [3] THE ACCURACY OF A PARALLEL LU-DECOMPOSITION ALGORITHM
    TSAO, NK
    [J]. COMPUTERS & MATHEMATICS WITH APPLICATIONS, 1990, 20 (07) : 25 - 30
  • [4] Reply to Pearl: Algorithm of the truth vs real-world science
    Krieger, Nancy
    Smith, George Davey
    [J]. INTERNATIONAL JOURNAL OF EPIDEMIOLOGY, 2018, 47 (03) : 1004 - 1006
  • [5] Tissue vs. cobas vs. DDPCR for EGFR in NSCLC: Real-world evidence from India
    Batra, U.
    Sharma, M.
    Nathany, S.
    Singh, H.
    Jain, P.
    Mehta, A.
    [J]. JOURNAL OF THORACIC ONCOLOGY, 2021, 16 (04) : S715 - S715
  • [6] THE STORY WORLD vs. THE REAL WORLD
    Goller, Agota N.
    [J]. KNJIZEVNA SMOTRA, 2015, 47 (03): : 89 - 95
  • [7] Business process perspectives: Theoretical developments vs. real-world practice
    Vergidis, K.
    Turner, C. J.
    Tiwari, A.
    [J]. INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS, 2008, 114 (01) : 91 - 104
  • [8] Virtual vs. Real-World Pointing in Two-User Scenarios
    Salzmann, Holger
    Moehring, Mathias
    Froehlich, Bernd
    [J]. IEEE VIRTUAL REALITY 2009, PROCEEDINGS, 2009, : 127 - 130
  • [9] A synchronous parallel max-flow algorithm for real-world networks
    Cong, Guojing
    [J]. 2014 IEEE INTERNATIONAL CONFERENCE ON HIGH PERFORMANCE COMPUTING AND COMMUNICATIONS, 2014 IEEE 6TH INTL SYMP ON CYBERSPACE SAFETY AND SECURITY, 2014 IEEE 11TH INTL CONF ON EMBEDDED SOFTWARE AND SYST (HPCC,CSS,ICESS), 2014, : 68 - 75
  • [10] Efficacy and safety of XEN®-Implantation vs. trabeculectomy: Data of a "real-world" setting
    Wagner, Felix Mathias
    Schuster, Alexander Karl-Georg
    Emmerich, Julia
    Chronopoulos, Panagiotis
    Hoffmann, Esther Maria
    [J]. PLOS ONE, 2020, 15 (04):