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Conference Paper: Gossip-based dynamic load balancing in a self-organized autonomous desktop grid

TitleGossip-based dynamic load balancing in a self-organized autonomous desktop grid
Authors
Issue Date2009
PublisherNational Center for High-Performance Computing.
Citation
The 10th International Conference on High-Performance Computing in Asia-Pacific Region (HPC Asia & APAN 2009), Kaohsiung, Taiwan, 2-5 March 2009. In Proceedings for the HPC Asia & APAN 2009 International Conference & Exhibition, 2009, p. 85-92 How to Cite?
AbstractThis paper presents a decentralized scheduling algorithm for dynamic load balancing in a self-organized desktop Grid environment. The proposed desktop Grid system allows volunteer nodes to join or leave freely at runtime, whereas user tasks can be launched at any node and make best use of computing resources by transparent process migration. To achieve rapid aggregation of runtime load information, we design an efficient gossip-based protocol based on an unstructured peer-to-peer dynamic network. The decentralized scheduling algorithm allows each node to determine which tasks to be relocated autonomously for achieving load balancing. Our autonomous scheduling solution can avoid the reassignment conflict problem, where different local schedulers may decide to migrate their process(es) to the same target node, by a process selection method based on game theory. The simulation results demonstrate that our solution can excel the centralized greedy scheduling algorithm and can perform as well as a meta-heuristic algorithm, while retaining small migration overhead.
Persistent Identifierhttp://hdl.handle.net/10722/125701
ISBN

 

DC FieldValueLanguage
dc.contributor.authorDi, Sen_HK
dc.contributor.authorWang, CLen_HK
dc.contributor.authorHu, DHen_HK
dc.date.accessioned2010-10-31T11:46:53Z-
dc.date.available2010-10-31T11:46:53Z-
dc.date.issued2009en_HK
dc.identifier.citationThe 10th International Conference on High-Performance Computing in Asia-Pacific Region (HPC Asia & APAN 2009), Kaohsiung, Taiwan, 2-5 March 2009. In Proceedings for the HPC Asia & APAN 2009 International Conference & Exhibition, 2009, p. 85-92en_HK
dc.identifier.isbn978-986-85228-0-0-
dc.identifier.urihttp://hdl.handle.net/10722/125701-
dc.description.abstractThis paper presents a decentralized scheduling algorithm for dynamic load balancing in a self-organized desktop Grid environment. The proposed desktop Grid system allows volunteer nodes to join or leave freely at runtime, whereas user tasks can be launched at any node and make best use of computing resources by transparent process migration. To achieve rapid aggregation of runtime load information, we design an efficient gossip-based protocol based on an unstructured peer-to-peer dynamic network. The decentralized scheduling algorithm allows each node to determine which tasks to be relocated autonomously for achieving load balancing. Our autonomous scheduling solution can avoid the reassignment conflict problem, where different local schedulers may decide to migrate their process(es) to the same target node, by a process selection method based on game theory. The simulation results demonstrate that our solution can excel the centralized greedy scheduling algorithm and can perform as well as a meta-heuristic algorithm, while retaining small migration overhead.-
dc.languageengen_HK
dc.publisherNational Center for High-Performance Computing.-
dc.relation.ispartofProceedings for the HPC Asia & APAN 2009 International Conference & Exhibitionen_HK
dc.titleGossip-based dynamic load balancing in a self-organized autonomous desktop griden_HK
dc.typeConference_Paperen_HK
dc.identifier.emailWang, CL: clwang@cs.hku.hken_HK
dc.identifier.emailHu, DH: h0495067@hku.hk-
dc.identifier.authorityWang, CL=rp00183en_HK
dc.description.naturelink_to_OA_fulltext-
dc.identifier.hkuros179417en_HK
dc.identifier.spage85en_HK
dc.identifier.epage92en_HK
dc.publisher.placeTaiwan-
dc.description.otherThe 10th International Conference on High-Performance Computing in Asia-Pacific Region (HPC Asia & APAN 2009), Kaohsiung, Taiwan, 2-5 March 2009. In Proceedings for the HPC Asia & APAN 2009 International Conference & Exhibition, 2009, p. 85-92-

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