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发表状态已发表Published
题名Deep learning-based socio-demographic information identification from smart meter data
作者
发表日期2019-05-01
发表期刊IEEE Transactions on Smart Grid
ISSN/eISSN1949-3053
卷号10期号:3页码:2593-2602
摘要

Smart meters provide large amounts of data and the value of this data is getting increased attention because a better understanding of the characteristics of consumers helps utilities and retailers implement more effective demand response programs and more personalized services. This paper investigates how such characteristics can be inferred from fine-grained smart meter data. A deep convolutional neural network (CNN) first automatically extracts features from massive load profiles. A support vector machine then identifies the characteristics of the consumers. Comprehensive comparisons with state-of-the-art and advanced machine learning techniques are conducted. Case studies on an Irish dataset demonstrate the effectiveness of the proposed deep CNN-based method, which achieves higher accuracy in identifying the socio-demographic information about the consumers.

关键词big data classification Convolutional neural network (CNN) deep learning smart meter socio-demographic information support vector machine (SVM)
DOI10.1109/TSG.2018.2805723
URL查看来源
收录类别SCIE
语种英语English
WOS研究方向Engineering
WOS类目Engineering, Electrical & Electronic
WOS记录号WOS:000466603800023
Scopus入藏号2-s2.0-85042102008
引用统计
被引频次:140[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符https://repository.uic.edu.cn/handle/39GCC9TT/9130
专题个人在本单位外知识产出
通讯作者Kang, Chongqing
作者单位
1.Department of Electrical Engineering,State Key Laboratory of Power Systems,Tsinghua University,Beijing,100084,China
2.Department of Electrical Engineering,University of Washington,Seattle,98195,United States
推荐引用方式
GB/T 7714
Wang, Yi,Chen, Qixin,Gan, Dahuaet al. Deep learning-based socio-demographic information identification from smart meter data[J]. IEEE Transactions on Smart Grid, 2019, 10(3): 2593-2602.
APA Wang, Yi, Chen, Qixin, Gan, Dahua, Yang, Jingwei, Kirschen, Daniel S., & Kang, Chongqing. (2019). Deep learning-based socio-demographic information identification from smart meter data. IEEE Transactions on Smart Grid, 10(3), 2593-2602.
MLA Wang, Yi,et al."Deep learning-based socio-demographic information identification from smart meter data". IEEE Transactions on Smart Grid 10.3(2019): 2593-2602.
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