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Reseach Article

An Optimal Task Allocation Model for System Cost Analysis in Heterogeneous Distributed Computing Systems: A Heuristic Approach

by P. K. Yadav, M. P. Singh, Kuldeep Sharma
International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
Volume 28 - Number 4
Year of Publication: 2011
Authors: P. K. Yadav, M. P. Singh, Kuldeep Sharma
10.5120/3374-4664

P. K. Yadav, M. P. Singh, Kuldeep Sharma . An Optimal Task Allocation Model for System Cost Analysis in Heterogeneous Distributed Computing Systems: A Heuristic Approach. International Journal of Computer Applications. 28, 4 ( August 2011), 30-37. DOI=10.5120/3374-4664

@article{ 10.5120/3374-4664,
author = { P. K. Yadav, M. P. Singh, Kuldeep Sharma },
title = { An Optimal Task Allocation Model for System Cost Analysis in Heterogeneous Distributed Computing Systems: A Heuristic Approach },
journal = { International Journal of Computer Applications },
issue_date = { August 2011 },
volume = { 28 },
number = { 4 },
month = { August },
year = { 2011 },
issn = { 0975-8887 },
pages = { 30-37 },
numpages = {9},
url = { https://ijcaonline.org/archives/volume28/number4/3374-4664/ },
doi = { 10.5120/3374-4664 },
publisher = {Foundation of Computer Science (FCS), NY, USA},
address = {New York, USA}
}
%0 Journal Article
%1 2024-02-06T20:13:53.715891+05:30
%A P. K. Yadav
%A M. P. Singh
%A Kuldeep Sharma
%T An Optimal Task Allocation Model for System Cost Analysis in Heterogeneous Distributed Computing Systems: A Heuristic Approach
%J International Journal of Computer Applications
%@ 0975-8887
%V 28
%N 4
%P 30-37
%D 2011
%I Foundation of Computer Science (FCS), NY, USA
Abstract

In Distributed computing systems (DCSs), task allocation strategy is an essential phase to minimize the system cost (i.e. the sum of execution and communication costs). To utilize the capabilities of distributed computing system (DCS) for an effective parallelism, the tasks of a parallel program must be properly allocated to the available processors in the system. Inherently, task allocation problem is NP-hard in complexity. To overcome this problem, it is necessary to introduce heuristics for generating near optimal solution to the given problem. This paper deals with the problem of task allocation in DCS such that the system cost is minimized. This can be done by minimizing the inter-processor communication cost (IPCC). Therefore, in this paper we have proposed an algorithm that tries to allocate the tasks to the processors, one by one on the basis of communication link sum (CLS). This type of allocation policy will reduce the inter-processor communication (IPC) and thus minimize the system cost. For an allocation purposes, execution cost of the tasks on each processor and communication cost between the tasks has been taken in the form of matrices.

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Index Terms

Computer Science
Information Sciences

Keywords

Distributed computing system task allocation execution cost communication cost communication link sum