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  • 标题:A Utility-Based Reputation Model for Grid Resource Management System
  • 本地全文:下载
  • 作者:Kussul, Olga ; Kussul, Nataliia ; Skakun, Sergii
  • 期刊名称:COMPUTING AND INFORMATICS
  • 印刷版ISSN:1335-9150
  • 出版年度:2014
  • 卷号:33
  • 期号:5
  • 页码:1139-1167
  • 语种:English
  • 出版社:COMPUTING AND INFORMATICS
  • 摘要:In this paper we propose extensions to the existing utility-based reputation model for virtual organizations (VOs) in grids, and present a novel approach for integrating reputation into grid resource management system. The proposed extensions include: incorporation of statistical model of user behaviour (SMUB) to assess user reputation; a new approach for assigning initial reputation to a new entity in a VO; capturing alliance between consumer and resource; time decay and score functions. The addition of the SMUB model provides robustness and dynamics to the user reputation model comparing to the policy-based user reputation model in terms of adapting to user actions. We consider a problem of integrating reputation into grid scheduler as a multi-criteria optimization problem. A non-linear trade-off scheme is applied to form a composition of partial criteria to provide a single objective function. The advantage of using such a scheme is that it provides a Pareto-optimal solution partially satisfying criteria with corresponding weights. Experiments were run to evaluate performance of the model in terms of resource management using data collected within the EGEE Grid-Observatory project. Results of simulations showed that on average a 45 % gain in performance can be achieved when using a reputation-based resource scheduling algorithm.
  • 关键词:Parallel and Distributed Computing;Computational grids; reputation model; scheduling algorithm; resource allocation; utility computing; neural network;91-B16; 68-M20; 68-Q85; 62-M45
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