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Cost and performance-based resource selection scheme for asynchronous replicated system in utility-based computing environment

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journal contribution
posted on 2017-01-01, 00:00 authored by W N S W Nik, B B Zhou, Jemal AbawajyJemal Abawajy, A Y Zomaya
A resource selection problem for asynchronous replicated systems in utility-based computing environment is addressed in this paper. The needs for a special attention on this problem lies on the fact that most of the existing replication scheme in this computing system whether implicitly support synchronous replication and/or only consider read-only job. The problem is undoubtedly complex to be solved as two main issues need to be concerned simultaneously, i.e. 1) the difficulty on predicting the performance of the resources in terms of job response time, and 2) an efficient mechanism must be employed in order to measure the trade-off between the performance and the monetary cost incurred on resources so that minimum cost is preserved while providing low job response time. Therefore, a simple yet efficient algorithm that deals with the complexity of resource selection problem in utility-based computing systems is proposed in this paper. The problem is formulated as a Multi Criteria Decision Making (MCDM) problem. The advantages of the algorithm are two-folds. On one fold, it hides the complexity of resource selection process without neglecting important components that affect job response time. The difficulty on estimating job response time is captured by representing them in terms of different QoS criteria levels at each resource. On the other fold, this representation further relaxed the complexity in measuring the trade-offs between the performance and the monetary cost incurred on resources. The experiments proved that our proposed resource selection scheme achieves an appealing result with good system performance and low monetary cost as compared to existing algorithms.

History

Journal

International journal on advanced science, engineering and information technology

Volume

7

Issue

2

Pagination

723 - 735

Publisher

INSIGHT, Indonesian Society for Knowledge and Human Development

Location

[Indonesia]

ISSN

2088-5334

eISSN

2460-6952

Language

eng

Publication classification

C Journal article; C1 Refereed article in a scholarly journal

Copyright notice

2017, [INSIGHT - Indonesian Society for Knowledge and Human Development]