Graphical-based data placement algorithm for cloud workflow |
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Affiliation: | [1]North China University of Technology, Beijing 100041, P. R. China [2]Institute of Computing Technology, Chinese Academy of Sciences, Beijing 100049, P. R. China [3]Graduate School of Chinese Academy of Sciences, Beijing 100190, P. R. China |
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Abstract: | When workflow task needs several datasets from different locations in cloud,data transfer becomes a challenge.To avoid the unnecessary data transfer,a graphical-based data placement algorithm for cloud workflow is proposed.The algorithm uses affinity graph to group datasets while keeping a polynomial time complexity.By integrating the algorithm,the workflow engine can intelligently select locations in which the data will reside to avoid the unnecessary data transfer during the initial stage and runtime stage.Simulations show that the proposed algorithm can effectively reduce data transfer during the workflow's execution. |
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Keywords: | data placement affinity graph cloud computing workflow data transfer |
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