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Published Articles >> Table of Contents >> Abstract
2003 International Conference on Parallel Processing Workshops (ICPPW'03)
p. 79
A Dynamic Load Balancing Scheme for I/O-Intensive Applications in Distributed Systems
Xiao Qin, University of Nebraska-Lincoln
Hong Jiang, University of Nebraska-Lincoln
Yifeng Zhu, University of Nebraska-Lincoln
David R. Swanson, University of Nebraska-Lincoln
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DOI Bookmark: http://doi.ieeecomputersociety.org/10.1109/ICPPW.2003.1240357
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| Abstract |
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In this paper, a new I/O-aware load-balancing scheme is presented to improve overall performance of a distributed system with a general and practical workload including I/O activities. The proposed scheme dynamically detects I/O load imbalance on nodes of a distributed system and determines whether to migrate the I/O requests of some jobs from overloaded nodes to other less- or under-loaded nodes, depending on data migration cost and remote I/O access overhead. Besides balancing I/O load, the scheme judiciously takes into account both CPU and memory load sharing in distributed systems, thereby maintaining the same level of performance as the existing schemes when I/O load is low or well balanced. Results from a trace-driven simulation study show that, compared with the existing schemes that only consider CPU and memory, the proposed scheme reduces the mean slowdown by up to 54.5% (with an average of 39.9%). On the other hand, when compared to the existing approaches that only consider I/O, the proposed scheme reduces the mean slowdown by up to 57.2% (with an average of 31.6%). More importantly, the new scheme improves over a very recent algorithm found in the literature that considers all the three resources by up to 49.6% (with an average of up to 41.9%).
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Additional Information
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Citation:
Xiao Qin, Hong Jiang, Yifeng Zhu, David R. Swanson,
"A Dynamic Load Balancing Scheme for I/O-Intensive Applications in Distributed Systems,"
icppw,
p. 79,
2003 International Conference on Parallel Processing Workshops (ICPPW'03),
2003
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