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Resource and application-aware resource discovery in computing environments

Efficient resource discovery plays a vital role in the effective management of resources and applications in heterogeneous computing environments. Therefore, the knowledge of applications’ behavior and resources’ usage pattern improves resource discovery decisions. This knowledge can be provided for... Full description

Journal Title: The Journal of Supercomputing 2015, Vol.71(3), pp.824-839
Main Author: Norouzi, Mohammad
Other Authors: Jannesari, Ali
Format: Electronic Article Electronic Article
Language: English
Subjects:
ID: ISSN: 0920-8542 ; E-ISSN: 1573-0484 ; DOI: 10.1007/s11227-014-1327-2
Link: http://dx.doi.org/10.1007/s11227-014-1327-2
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recordid: springer_jour10.1007/s11227-014-1327-2
title: Resource and application-aware resource discovery in computing environments
format: Article
creator:
  • Norouzi, Mohammad
  • Jannesari, Ali
subjects:
  • Computing environments
  • Resource discovery
  • Load balancing
  • Application process behavior
  • Resource capacity
  • Multivariate regression
ispartof: The Journal of Supercomputing, 2015, Vol.71(3), pp.824-839
description: Efficient resource discovery plays a vital role in the effective management of resources and applications in heterogeneous computing environments. Therefore, the knowledge of applications’ behavior and resources’ usage pattern improves resource discovery decisions. This knowledge can be provided for the resource discovery mechanism by cooperating with the load balancing mechanism. In this paper, we formulate their cooperation by considering some parameters that represent applications’ behavior and resources’ usage patterns and extract the relation between them to introduce a formula using mathematical methods. Further, the resource discovery mechanism uses the formula to predict resources’ load before assigning them new processes and thus it prevents resource overloading which happens frequently in computing environments.
language: eng
source:
identifier: ISSN: 0920-8542 ; E-ISSN: 1573-0484 ; DOI: 10.1007/s11227-014-1327-2
fulltext: fulltext
issn:
  • 1573-0484
  • 15730484
  • 0920-8542
  • 09208542
url: Link


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subjectComputing environments ; Resource discovery ; Load balancing ; Application process behavior ; Resource capacity ; Multivariate regression
descriptionEfficient resource discovery plays a vital role in the effective management of resources and applications in heterogeneous computing environments. Therefore, the knowledge of applications’ behavior and resources’ usage pattern improves resource discovery decisions. This knowledge can be provided for the resource discovery mechanism by cooperating with the load balancing mechanism. In this paper, we formulate their cooperation by considering some parameters that represent applications’ behavior and resources’ usage patterns and extract the relation between them to introduce a formula using mathematical methods. Further, the resource discovery mechanism uses the formula to predict resources’ load before assigning them new processes and thus it prevents resource overloading which happens frequently in computing environments.
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titleResource and application-aware resource discovery in computing environments
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abstractEfficient resource discovery plays a vital role in the effective management of resources and applications in heterogeneous computing environments. Therefore, the knowledge of applications’ behavior and resources’ usage pattern improves resource discovery decisions. This knowledge can be provided for the resource discovery mechanism by cooperating with the load balancing mechanism. In this paper, we formulate their cooperation by considering some parameters that represent applications’ behavior and resources’ usage patterns and extract the relation between them to introduce a formula using mathematical methods. Further, the resource discovery mechanism uses the formula to predict resources’ load before assigning them new processes and thus it prevents resource overloading which happens frequently in computing environments.
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