Big Data Security Analytic for Smart Grid with Fog Nodes

被引:5
作者
Han, Wenlin [1 ]
Xiao, Yang [1 ]
机构
[1] Univ Alabama, Dept Comp Sci, 342 HM Comer,Box 870290, Tuscaloosa, AL 35487 USA
来源
SECURITY, PRIVACY, AND ANONYMITY IN COMPUTATION, COMMUNICATION, AND STORAGE | 2016年 / 10066卷
关键词
Smart Grid security; Big data; Non-Technical Loss; Fog computing; NONTECHNICAL LOSS FRAUD; V2G NETWORKS; SCHEME;
D O I
10.1007/978-3-319-49148-6_6
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Big data throws big security challenges in Smart Grid. Fog computing emerges as a novel technology to bring the ability of Cloud and big data analytic (BDA) to the edge of the networks. However, we lack practice on how to utilize Fog, Cloud, and BDA to address big data security challenges in Smart Grid. In this paper, we propose a Mapreduce-style algorithm, named Mapreduce-style Fast Non-Technical Loss Fraud Detection scheme (Mapreduce-style FNFD), to detect Non-Technical Loss fraud in Smart Grid. Compared to its original version, FNFD, Mapreduce-style FNFD can utilize the ability of Cloud, Fog, and BDA, and thus can solve big data security issues.
引用
收藏
页码:59 / 69
页数:11
相关论文
共 28 条
[1]  
[Anonymous], MANAGING BIG DATA SM
[2]  
[Anonymous], 2 INT C CLOUD COMP S
[3]  
[Anonymous], P 50 INT C COMM ICC
[4]  
[Anonymous], IMPROVING ROI BIG DA
[5]  
[Anonymous], BIG DATA AN IN PRESS
[6]  
Berthier R., 2013, P C ESAR COMP EL SEC, P130
[7]   Secure and privacy-preserving information aggregation for smart grids [J].
Li F. ;
Luo B. ;
Liu P. .
International Journal of Security and Networks, 2011, 6 (01) :28-39
[8]   SCADA communication and security issues [J].
Gao, Jingcheng ;
Liu, Jing ;
Rajan, Bharat ;
Nori, Rahul ;
Fu, Bo ;
Xiao, Yang ;
Liang, Wei ;
Chen, C. L. Philip .
SECURITY AND COMMUNICATION NETWORKS, 2014, 7 (01) :175-194
[9]   A survey of communication/networking in Smart Grids [J].
Gao, Jingcheng ;
Xiao, Yang ;
Liu, Jing ;
Liang, Wei ;
Chen, C. L. Philip .
FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2012, 28 (02) :391-404
[10]  
Han W., 2016, P INT WORKSH TRAFF M