Timing models and local stopping criteria for asynchronous iterative algorithms

Citation
K. Blathras et al., Timing models and local stopping criteria for asynchronous iterative algorithms, J PAR DISTR, 58(3), 1999, pp. 446-465
Citations number
25
Categorie Soggetti
Computer Science & Engineering
Journal title
JOURNAL OF PARALLEL AND DISTRIBUTED COMPUTING
ISSN journal
07437315 → ACNP
Volume
58
Issue
3
Year of publication
1999
Pages
446 - 465
Database
ISI
SICI code
0743-7315(199909)58:3<446:TMALSC>2.0.ZU;2-Z
Abstract
Asynchronous iterative algorithms can reduce much of the data dependencies associated with synchronization barriers. The reported study investigates t he potentials of asynchronous iterative algorithms by quantifying the criti cal parallel processing factors. Specifically, a time complexity-based anal ysis method is used to understand the inherent interdependencies between co mputing and communication overheads for the parallel asynchronous algorithm . The results show, not only that the computational experiments closely mat ch the analytical results, but also that the use of asynchronous iterative algorithms can be beneficial for a vast number of parallel processing envir onments. The choice of local stopping criteria that is critically important to the overall system performance is investigated in depth. (C) 1999 Acade mic Press.