DocumentCode :
2963789
Title :
Neighbor´s load prediction for dynamic load balancing in a distributed computational environment
Author :
Lim, J.W.Y. ; Poo Kuan Hoong ; Eng-Thiam Yeoh
Author_Institution :
Fac. of Comput. & Inf., Multimedia Univ., Cyberjaya, Malaysia
fYear :
2012
fDate :
19-22 Nov. 2012
Firstpage :
1
Lastpage :
6
Abstract :
In distributed computing environment, divisible load technique is used to speedup the completion time of a parallel task by splitting a huge task into a smaller grain size jobs where jobs can be executed remotely by other nodes. Due to the heterogeneity of computing nodes, load balancing technique is employed to distribute workload evenly across distributed nodes in order to reduce the overall response time and maximize the resource utilization. Load information plays an important role in heterogeneous computing environment to formulate a job distribution decision. In this paper, we propose a dynamic load balancing algorithm where its information policy for those nodes that have an empty neighbors´ list to discover and predict other neighbors´ load information. Simulation results from various scenarios show that our approach able to reduce the overall average response time of each job.
Keywords :
parallel processing; resource allocation; computing node heterogeneity; distributed computational environment; distributed nodes; divisible load technique; dynamic load balancing technique; heterogeneous computing environment; information policy; load information; neighbor load prediction; overall response time reduction; parallel task; resource utilization maximization; Computational modeling; Heuristic algorithms; Indexes; Load management; Load modeling; Prediction algorithms; Time factors; distributed system; dynamic load balancing; information policy; load prediction;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
TENCON 2012 - 2012 IEEE Region 10 Conference
Conference_Location :
Cebu
ISSN :
2159-3442
Print_ISBN :
978-1-4673-4823-2
Electronic_ISBN :
2159-3442
Type :
conf
DOI :
10.1109/TENCON.2012.6412190
Filename :
6412190
Link To Document :
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