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Article type: Research Article
Authors: Zhu, Qian | Agrawal, Gagan
Affiliations: Department of Computer Science and Engineering, The Ohio State University, Columbus, OH, USA
Note: [] Corresponding author: Qian Zhu, Department of Computer Science and Engineering, The Ohio State University, Columbus, OH 43210, USA. Tel.: +1 614 292 4634; Fax: +1 614 292 2911; E-mail: [email protected].
Abstract: In this paper, we consider the problem of supporting fault tolerance for adaptive and time-critical applications in heterogeneous and unreliable grid computing environments. Our goal for this class of applications is to optimize a user-specified benefit function while meeting the time deadline. Our first contribution in this paper is a multi-objective optimization algorithm for scheduling the application onto the most efficient and reliable resources. In this way, the processing can achieve the maximum benefit while also maximizing the success-rate, which is the probability of finishing execution without failures. However, for the cases where failures do occur, we have developed a hybrid failure recovery scheme to ensure that the application can complete within the pre-specified time interval. Our experimental results show that our scheduling algorithm can achieve better benefit when compared to several heuristics-based greedy scheduling algorithms, while still having a negligible overhead. Benefit is further improved when we apply the hybrid failure recovery scheme, and the success-rate becomes 100%.
Keywords: Fault tolerance, time-critical event, adaptive application, grid computing
DOI: 10.3233/SPR-2010-0299
Journal: Scientific Programming, vol. 18, no. 1, pp. 51-76, 2010
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