Adaptive resource control mechanism through reputation-based scheduling in heterogeneous distributed systems

The service-oriented distributed systems such as Grids and Clouds are unified computing platform that connect and share heterogeneous resources including computation resource, storage resource, information resource and knowledge resource. While these system s provide a vast amount of computing power...

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Main Authors: Hussin, Masnida, Latip, Rohaya
Format: Article
Language:English
Published: Science Publications 2013
Online Access:http://psasir.upm.edu.my/id/eprint/30591/
http://psasir.upm.edu.my/id/eprint/30591/1/Adaptive%20resource%20control%20mechanism%20through%20reputation.pdf
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author Hussin, Masnida
Latip, Rohaya
author_facet Hussin, Masnida
Latip, Rohaya
author_sort Hussin, Masnida
building UPM Institutional Repository
collection Online Access
description The service-oriented distributed systems such as Grids and Clouds are unified computing platform that connect and share heterogeneous resources including computation resource, storage resource, information resource and knowledge resource. While these system s provide a vast amount of computing power their reliability are often hard to be guaranteed. It is due to the increased complexity of processing (e.g.,overhead, latency) that can indirectly affect the system performance. In this study, we addressed the problem of dynamic control for resource management in distributed computing environment. Our dynamic resource control mechanism is designed based on reputation-based scheduling that aims for sustainable resource sharing. Particularly, each computational resource in the environment has its own reputation value that calculated online by considering the computing capacity and availability. The degree of resource reputation significantly helps in scheduling decisions in terms of successful execution while adaptively monitoring resource availability. Results demonstrate that our resource control mechanism significantly increases successful execution, while leading to robust resource management.
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spelling upm-305912015-09-11T00:38:43Z http://psasir.upm.edu.my/id/eprint/30591/ Adaptive resource control mechanism through reputation-based scheduling in heterogeneous distributed systems Hussin, Masnida Latip, Rohaya The service-oriented distributed systems such as Grids and Clouds are unified computing platform that connect and share heterogeneous resources including computation resource, storage resource, information resource and knowledge resource. While these system s provide a vast amount of computing power their reliability are often hard to be guaranteed. It is due to the increased complexity of processing (e.g.,overhead, latency) that can indirectly affect the system performance. In this study, we addressed the problem of dynamic control for resource management in distributed computing environment. Our dynamic resource control mechanism is designed based on reputation-based scheduling that aims for sustainable resource sharing. Particularly, each computational resource in the environment has its own reputation value that calculated online by considering the computing capacity and availability. The degree of resource reputation significantly helps in scheduling decisions in terms of successful execution while adaptively monitoring resource availability. Results demonstrate that our resource control mechanism significantly increases successful execution, while leading to robust resource management. Science Publications 2013 Article PeerReviewed application/pdf en http://psasir.upm.edu.my/id/eprint/30591/1/Adaptive%20resource%20control%20mechanism%20through%20reputation.pdf Hussin, Masnida and Latip, Rohaya (2013) Adaptive resource control mechanism through reputation-based scheduling in heterogeneous distributed systems. Journal of Computer Science, 9 (12). pp. 1661-1668. ISSN 1549-3636; ESSN: 1552-6607 10.3844/jcssp.2013.1661.1668
spellingShingle Hussin, Masnida
Latip, Rohaya
Adaptive resource control mechanism through reputation-based scheduling in heterogeneous distributed systems
title Adaptive resource control mechanism through reputation-based scheduling in heterogeneous distributed systems
title_full Adaptive resource control mechanism through reputation-based scheduling in heterogeneous distributed systems
title_fullStr Adaptive resource control mechanism through reputation-based scheduling in heterogeneous distributed systems
title_full_unstemmed Adaptive resource control mechanism through reputation-based scheduling in heterogeneous distributed systems
title_short Adaptive resource control mechanism through reputation-based scheduling in heterogeneous distributed systems
title_sort adaptive resource control mechanism through reputation-based scheduling in heterogeneous distributed systems
url http://psasir.upm.edu.my/id/eprint/30591/
http://psasir.upm.edu.my/id/eprint/30591/
http://psasir.upm.edu.my/id/eprint/30591/1/Adaptive%20resource%20control%20mechanism%20through%20reputation.pdf