A UTILITY-BASED REPUTATION MODEL FOR GRID RESOURCE MANAGEMENT SYSTEM

作者: Sergii Skakun , Nataliia Kussul , Olga Kussul

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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 integrating into grid resource management system. The proposed include: incorporation of statistical user behaviour (SMUB) assess reputation; new assigning initial entity VO; capturing alliance between consumer resource; time decay score functions. addition SMUB provides robustness dynamics comparing policy-based terms adapting actions. We consider problem scheduler as multi-criteria optimization problem. A non-linear trade-off scheme is applied form composition partial criteria provide single objective function. advantage using such that it Pareto-optimal solution partially satisfying with corresponding weights. Experiments were run evaluate performance data collected within EGEE Grid-Observatory project. Results simulations showed on average 45 % gain can be achieved when reputation-based scheduling algorithm.

参考文章(44)
Ladislav Hluchý, Andrii Shelestov, Oleksii Kravchenko, Sergii Skakun, Nataliia Kussul, Yulia Gripich, Paul Kopp, Evgeny Lupian, The Data Fusion Grid Infrastructure: Project Objectives and Achievements Computing and Informatics \/ Computers and Artificial Intelligence. ,vol. 29, pp. 319- 334 ,(2010)
Sergii Skakun, A Neural Network Approach to Flood Mapping Using Satellite Imagery Computing and Informatics \/ Computers and Artificial Intelligence. ,vol. 29, pp. 1013- 1024 ,(2012)
Gheorghe Cosmin Silaghi, Alvaro E. Arenas, Luis Moura Silva, A Utility-Based Reputation Model for Service-Oriented Computing Towards Next Generation Grids. pp. 63- 72 ,(2007) , 10.1007/978-0-387-72498-0_6
Anirban Chakrabarti, Grid computing security ,(2007)
Gheorghe Cosmin Silaghi, Álvaro Enrique Arenas, Benjamin Aziz, Reputation management in grid-based virtual organisations international conference on security and cryptography. pp. 538- 545 ,(2008)
B. K. Alunkal, G. von Laszewski, I. Veljkovic, Toward Reputable Grids Scalable Computing: Practice and Experience. ,vol. 6, ,(2001) , 10.12694/SCPE.V6I3.340
Hong-Wei Sun, Kwok-Yan Lam, Siu-Leung Chung, Ming Gu, Jia-Guang Sun, Anomaly Detection in Grid Computing Based on Vector Quantization grid and cooperative computing. ,vol. 3251, pp. 883- 886 ,(2004) , 10.1007/978-3-540-30208-7_129
Diego Gambetta, Can We Trust Trust ,(2000)
Florian Kerschbaum, Jochen Haller, Yücel Karabulut, Philip Robinson, PathTrust: A Trust-Based Reputation Service for Virtual Organization Formation Lecture Notes in Computer Science. pp. 193- 205 ,(2006) , 10.1007/11755593_15
Yonatan Zetuny, Gabor Terstyanszky, Stephen Winter, Peter Kacsuk, None, Reputation-Policy Trust Model for Grid Resource Selection Distributed and Parallel Systems. pp. 195- 206 ,(2008) , 10.1007/978-0-387-79448-8_18