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A Resource Co-Allocation method for load-balance scheduling over big data platforms - 2017

A Resource Co-Allocation method for load-balance scheduling over big data platforms

Research Area:  Cloud Computing

Abstract:

Recently, an increasingly large number of high-performance computing (HPC) applications have been developed and hosted in clouds. The cloud computing scheme provides a model of utility computing, which is often implemented in the form of big data centers. As HPC applications are usually resource-intensive, how to exploit economies of scale to harmonize the resource allocation among large-scale HPC applications under performance constraints often poses a significant challenge on the load-balance scheduling policies in big data platforms. In view of this challenge, in this paper we propose a Resource C o-Allocation method, named RCA, for load-balance scheduling. Technically, the method is promoted by four steps that are enacted in a hierarchical control framework. The effectiveness and efficiency of the proposed method are validated by extensive experiments.

Keywords:  

Author(s) Name:  Wanchun Dou,Xiaolong Xu,Xiang Liu,Laurence T. Yang and Yiping Wen

Journal name:  Future Generation Computer Systems

Conferrence name:  

Publisher name:  ELSEVIER

DOI:  10.1016/j.future.2017.07.009

Volume Information:  Volume 86, September 2018, Pages 1064-1075