Scalability of heterogeneous computing

Xian He Sun, Yong Chen, Ming Wu

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

24 Scopus citations

Abstract

Scalability is a key factor of the design of distributed systems and parallel algorithms and machines. However, conventional sealabilities are designed for homogeneous parallel processing. There is no suitable and commonly accepted definition of scalability metric for heterogeneous systems. Isospeed scalability is a well-defined metric for homogeneous computing. This study extends the isospeed scalability metric to general heterogeneous computing systems. The proposed isospeed-efflciency metric is suitable for both homogeneous and heterogeneous computing. Through theoretical analysis, we derive methodologies of scalability measurement and prediction for heterogeneous systems. Experimental results verify the analytical results and confirm that the proposed isospeed-efficiency scalability works well in both homogeneous and heterogeneous environments.

Original languageEnglish
Title of host publicationProceedings - 2005 International Conference on Parallel Processing
Pages557-564
Number of pages8
DOIs
StatePublished - 2005
Event2005 International Conference on Parallel Processing - Oslo, Norway
Duration: Jun 14 2005Jun 17 2005

Publication series

NameProceedings of the International Conference on Parallel Processing
Volume2005
ISSN (Print)0190-3918

Conference

Conference2005 International Conference on Parallel Processing
Country/TerritoryNorway
CityOslo
Period06/14/0506/17/05

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