TY - GEN
T1 - Load balance heuristics for synchronous iterative applications on heterogeneous cluster systems
AU - Zhang, Weizhe
AU - Hu, Mingzeng
AU - Zhang, Hongli
PY - 2005
Y1 - 2005
N2 - Heterogeneous computing systems are emerging as a computing infrastructure that will enable the use of distributed heterogeneous clusters for a variety of challenging applications. The actual challenge is the load balance for tightly-coupled applications. In this paper, we focus on the important subclass of tightly-coupled applications, synchronous iterative applications and formally define their load balance problem. Two novel static meta heuristic algorithms are proposed for the load distribution: a genetic tabu hybrid search (GTHS) algorithm and a host clustering based iterative search (HCIS) algorithm, when different communication computation ratios are considered. To this end, the analysis and experiment results demonstrate the effectiveness of heuristic algorithms.
AB - Heterogeneous computing systems are emerging as a computing infrastructure that will enable the use of distributed heterogeneous clusters for a variety of challenging applications. The actual challenge is the load balance for tightly-coupled applications. In this paper, we focus on the important subclass of tightly-coupled applications, synchronous iterative applications and formally define their load balance problem. Two novel static meta heuristic algorithms are proposed for the load distribution: a genetic tabu hybrid search (GTHS) algorithm and a host clustering based iterative search (HCIS) algorithm, when different communication computation ratios are considered. To this end, the analysis and experiment results demonstrate the effectiveness of heuristic algorithms.
UR - https://www.scopus.com/pages/publications/33745170684
M3 - 会议稿件
AN - SCOPUS:33745170684
SN - 0769524052
SN - 9780769524054
T3 - Parallel and Distributed Computing, Applications and Technologies, PDCAT Proceedings
SP - 1063
EP - 1067
BT - Proceedings - Sixth International Conference on Parallel and Distributed Computing, Applications and Technologies, PDCAT 2005
T2 - 6th International Conference on Parallel and Distributed Computing, Applications and Technologies, PDCAT 2005
Y2 - 5 December 2005 through 8 December 2005
ER -