Journal of East China Normal University(Natural Science) >

2014 , Vol. 2014 >Issue 5: 43 - 54

DOI: https://doi.org/10.3969/j.issn.10005641.2014.05.004

Article

Development of parallel computing models in the big data era

  • PAN Wei ,
  • LI Zhan-Huai
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  • 1. School of Computer Science and Technology, Northwestern Polytechnical University, Xi’an,710072, China 2. Guangdong Key Laboratory of Popular High Performance Computers，Shenzhen Key Laboratory of Service Computing and Applications, Shenzhen, 518000, China

Online published: 2014-11-27

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Abstract

In the era of big data, the changing of the constraints gives the parallel computing opportunities and challenges for developing. This paper reviewed the new progress and changes of the parallel computing; combining with the effects of the hardware environments, computing pattern, application requirements on the parallel computing, the relevant research on batchoriented parallel computing model, streamingoriented parallel computing model, graphoriented parallel computing model and inmemory parallel computing model are summarized; Finally, the future development trends are evaluated.

Key words： big data; computational model; parallel computing; in memory computing

Cite this article

PAN Wei , LI Zhan-Huai . Development of parallel computing models in the big data era[J]. Journal of East China Normal University(Natural Science), 2014 , 2014(5) : 43 -54 . DOI: 10.3969/j.issn.10005641.2014.05.004

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