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Cost and Performance-Based Resource Selection Scheme for Asynchronous Replicated System in Utility-Based Computing Environment

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@article{IJASEIT1460,
   author = {Wan Nor Shuhadah Wan Nik and Bing Bing Zhou and Jemal H. Abawajy and Albert Y. Zomaya},
   title = {Cost and Performance-Based Resource Selection Scheme for Asynchronous Replicated System in Utility-Based Computing Environment},
   journal = {International Journal on Advanced Science, Engineering and Information Technology},
   volume = {7},
   number = {2},
   year = {2017},
   pages = {723--735},
   keywords = {resource selection; resource management; utility-based computing; grid/cloud computing; multi criteria decision making (MCDM) method; asynchronous replication},
   abstract = {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.},
   issn = {2088-5334},
   publisher = {INSIGHT - Indonesian Society for Knowledge and Human Development},
   url = {http://ijaseit.insightsociety.org/index.php?option=com_content&view=article&id=9&Itemid=1&article_id=1460},
   doi = {10.18517/ijaseit.7.2.1460}
}

EndNote

%A Wan Nik, Wan Nor Shuhadah
%A Zhou, Bing Bing
%A Abawajy, Jemal H.
%A Zomaya, Albert Y.
%D 2017
%T Cost and Performance-Based Resource Selection Scheme for Asynchronous Replicated System in Utility-Based Computing Environment
%B 2017
%9 resource selection; resource management; utility-based computing; grid/cloud computing; multi criteria decision making (MCDM) method; asynchronous replication
%! Cost and Performance-Based Resource Selection Scheme for Asynchronous Replicated System in Utility-Based Computing Environment
%K resource selection; resource management; utility-based computing; grid/cloud computing; multi criteria decision making (MCDM) method; asynchronous replication
%X 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.
%U http://ijaseit.insightsociety.org/index.php?option=com_content&view=article&id=9&Itemid=1&article_id=1460
%R doi:10.18517/ijaseit.7.2.1460
%J International Journal on Advanced Science, Engineering and Information Technology
%V 7
%N 2
%@ 2088-5334

IEEE

Wan Nor Shuhadah Wan Nik,Bing Bing Zhou,Jemal H. Abawajy and Albert Y. Zomaya,"Cost and Performance-Based Resource Selection Scheme for Asynchronous Replicated System in Utility-Based Computing Environment," International Journal on Advanced Science, Engineering and Information Technology, vol. 7, no. 2, pp. 723-735, 2017. [Online]. Available: http://dx.doi.org/10.18517/ijaseit.7.2.1460.

RefMan/ProCite (RIS)

TY  - JOUR
AU  - Wan Nik, Wan Nor Shuhadah
AU  - Zhou, Bing Bing
AU  - Abawajy, Jemal H.
AU  - Zomaya, Albert Y.
PY  - 2017
TI  - Cost and Performance-Based Resource Selection Scheme for Asynchronous Replicated System in Utility-Based Computing Environment
JF  - International Journal on Advanced Science, Engineering and Information Technology; Vol. 7 (2017) No. 2
Y2  - 2017
SP  - 723
EP  - 735
SN  - 2088-5334
PB  - INSIGHT - Indonesian Society for Knowledge and Human Development
KW  - resource selection; resource management; utility-based computing; grid/cloud computing; multi criteria decision making (MCDM) method; asynchronous replication
N2  - 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.
UR  - http://ijaseit.insightsociety.org/index.php?option=com_content&view=article&id=9&Itemid=1&article_id=1460
DO  - 10.18517/ijaseit.7.2.1460

RefWorks

RT Journal Article
ID 1460
A1 Wan Nik, Wan Nor Shuhadah
A1 Zhou, Bing Bing
A1 Abawajy, Jemal H.
A1 Zomaya, Albert Y.
T1 Cost and Performance-Based Resource Selection Scheme for Asynchronous Replicated System in Utility-Based Computing Environment
JF International Journal on Advanced Science, Engineering and Information Technology
VO 7
IS 2
YR 2017
SP 723
OP 735
SN 2088-5334
PB INSIGHT - Indonesian Society for Knowledge and Human Development
K1 resource selection; resource management; utility-based computing; grid/cloud computing; multi criteria decision making (MCDM) method; asynchronous replication
AB 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.
LK http://ijaseit.insightsociety.org/index.php?option=com_content&view=article&id=9&Itemid=1&article_id=1460
DO  - 10.18517/ijaseit.7.2.1460