TY - JOUR
T1 - Big Data Mining of Users' Energy Consumption Patterns in the Wireless Smart Grid
AU - Zhu, Liehuang
AU - Li, Meng
AU - Zhang, Zijian
AU - Du, Xiaojiang
AU - Guizani, Mohsen
N1 - Publisher Copyright:
© 2002-2012 IEEE.
PY - 2018/2
Y1 - 2018/2
N2 - A growing number of utility companies are starting to use cellular wireless networks to transmit data in the smart grid. Consequently, millions of users' daily energy consumption data are sent by wireless smart meters. However, the broadcast transfer manner of wireless communication makes it naturally vulnerable to cyber attacks. Since smart meter readings can easily be leaked, users' energy patterns could be inferred. Hence, users' privacy at home is under serious threat. This article begins by introducing the existing work on stealing data from wireless communication networks. Then three types of big data mining schemes for analyzing stolen data are represented. Finally, we discuss several ongoing defense strategies in the era of the wireless smart grid.
AB - A growing number of utility companies are starting to use cellular wireless networks to transmit data in the smart grid. Consequently, millions of users' daily energy consumption data are sent by wireless smart meters. However, the broadcast transfer manner of wireless communication makes it naturally vulnerable to cyber attacks. Since smart meter readings can easily be leaked, users' energy patterns could be inferred. Hence, users' privacy at home is under serious threat. This article begins by introducing the existing work on stealing data from wireless communication networks. Then three types of big data mining schemes for analyzing stolen data are represented. Finally, we discuss several ongoing defense strategies in the era of the wireless smart grid.
UR - http://www.scopus.com/inward/record.url?scp=85043248723&partnerID=8YFLogxK
U2 - 10.1109/MWC.2018.1700157
DO - 10.1109/MWC.2018.1700157
M3 - Article
AN - SCOPUS:85043248723
SN - 1536-1284
VL - 25
SP - 84
EP - 89
JO - IEEE Wireless Communications
JF - IEEE Wireless Communications
IS - 1
ER -