Optimization of Big Data Scheduling in Social Networks

被引:60
作者
Fu, Weina [1 ,2 ]
Liu, Shuai [1 ,2 ,3 ]
Srivastava, Gautam [4 ,5 ]
机构
[1] Hunan Normal Univ, Coll Informat Sci & Engn, Changsha 410081, Hunan, Peoples R China
[2] Hunan Normal Univ, Hunan Prov Key Lab Intelligent Comp & Language In, Changsha 410081, Hunan, Peoples R China
[3] Inner Mongolia Univ, Coll Comp Sci, Hohhot 010012, Peoples R China
[4] Brandon Univ, Dept Math & Comp Sci, Brandon, MB R7A 6A9, Canada
[5] China Med Univ, Res Ctr Interneural Comp, Taichung 40402, Taiwan
关键词
big data; database design; entropy; information transfer; social networks; information security; scheduling; task volume; classification; optimization; MASSIVE-MIMO; ALLOCATION;
D O I
10.3390/e21090902
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
In social network big data scheduling, it is easy for target data to conflict in the same data node. Of the different kinds of entropy measures, this paper focuses on the optimization of target entropy. Therefore, this paper presents an optimized method for the scheduling of big data in social networks and also takes into account each task's amount of data communication during target data transmission to construct a big data scheduling model. Firstly, the task scheduling model is constructed to solve the problem of conflicting target data in the same data node. Next, the necessary conditions for the scheduling of tasks are analyzed. Then, the a periodic task distribution function is calculated. Finally, tasks are scheduled based on the minimum product of the corresponding resource level and the minimum execution time of each task is calculated. Experimental results show that our optimized scheduling model quickly optimizes the scheduling of social network data and solves the problem of strong data collision.
引用
收藏
页数:16
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