Dynamic load-balancing using prediction in a parallel object-oriented system

Jie, Wei ORCID: https://orcid.org/0000-0002-5392-0009, Cai, Wentong and Turner, Stephen John (2000) Dynamic load-balancing using prediction in a parallel object-oriented system. In: 15th IEEE International Parallel & Distributed Processing Symposium (IPDPS 2001), 23-27 April 2000, San Francisco, CA, USA.

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In this paper, a replication-based parallel object model will be presented first, where object replication is used to improve the performance of load-balancing and to reduce the cost of object migration. After that, a threshold-based dynamic load-balancing strategy, that makes use of the object replication, will be introduced. The paper will then focus on a performance prediction model that is used in the decision making of the dynamic load-balancing strategy. The prediction model monitors the runtime behavior of an invoked method and estimates the execution time of its subsequent invocations. It helps the dynamic load-balancing strategy to make wiser decisions on whether or not to migrate objects in order to achieve better performance. A detailed simulation system is constructed to evaluate the performance of the proposed dynamic load-balancing strategy and the prediction model. Experimental results of the simulation will also be discussed in the paper.

Item Type: Conference or Workshop Item (Paper)
ISSN: 1530-2075
ISBN: 0769509908
Identifier: 10.1109/IPDPS.2001.925024
Identifier: 10.1109/IPDPS.2001.925024
Subjects: Computing
Depositing User: Vani Aul
Date Deposited: 18 Dec 2013 10:57
Last Modified: 28 Aug 2021 07:05
URI: https://repository.uwl.ac.uk/id/eprint/582

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