Overview of data mining and visual analytics towards big data in smart grid

被引:5
|
作者
Hou, Lin [1 ]
Zhang, Yiying [1 ]
Yu, Yang [1 ]
Shi, Yancui [1 ]
Liang, Kun [1 ]
机构
[1] Tianjin Univ Sci & Technol, Coll Comp Sci & Informat Engn, Tianjin, Peoples R China
关键词
smart grid; big data; data mining; visualization service;
D O I
10.1109/IIKI.2016.83
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Smart grid has some characteristics such as high degree of information and digital. Because all aspects in smart grid generate huge amounts of data, big data applications in the smart grid have been obtained more and more attention. This paper describes the characteristics of data mining technology in smart grid and the visualization in big data services. Several practical applications of big data mining technology are introduced in detail, we compare and summarize the practical applications from multi angles. At last, it points out the future development direction of big data visualization services.
引用
收藏
页码:453 / 456
页数:4
相关论文
共 50 条
  • [11] Visual Big Data Analytics for Traffic Monitoring in Smart City
    Singh, Dinesh
    Vishnu, C.
    Mohan, C. Krishna
    [J]. 2016 15TH IEEE INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND APPLICATIONS (ICMLA 2016), 2016, : 886 - 891
  • [12] Analytics towards big data
    State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing
    100876, China
    不详
    100876, China
    不详
    100876, China
    [J]. Beijing Youdian Daxue Xuebao, 3 (1-12):
  • [13] A Comprehensive Review on Sustainable Aspects of Big Data Analytics for the Smart Grid
    Ponnusamy, Vinoth Kumar
    Kasinathan, Padmanathan
    Madurai Elavarasan, Rajvikram
    Ramanathan, Vinoth
    Anandan, Ranjith Kumar
    Subramaniam, Umashankar
    Ghosh, Aritra
    Hossain, Eklas
    [J]. SUSTAINABILITY, 2021, 13 (23)
  • [14] Robust Big Data Analytics for Electricity Price Forecasting in the Smart Grid
    Wang, Kun
    Xu, Chenhan
    Zhang, Yan
    Guo, Song
    Zomaya, Albert Y.
    [J]. IEEE TRANSACTIONS ON BIG DATA, 2019, 5 (01) : 34 - 45
  • [15] Mining the Big Data of Residential Appliances in the Smart Grid Environment
    Yang, Jiajia
    Zhao, Junhua
    Wen, Fushuan
    Kong, Weicong
    Dong, Zhaoyang
    [J]. 2016 IEEE POWER AND ENERGY SOCIETY GENERAL MEETING (PESGM), 2016,
  • [16] Smart Grid Big Data Analytics: Survey of Technologies, Techniques, and Applications
    Syed, Dabeeruddin
    Zainab, Ameema
    Ghrayeb, Ali
    Refaat, Shady S.
    Abu-Rub, Haitham
    Bouhali, Othmane
    [J]. IEEE ACCESS, 2021, 9 : 59564 - 59585
  • [17] Big Data Analytics for Grid Modernization
    Hong, Tao
    Chen, Chen
    Huang, Jianwei
    Lu, Ning
    Xie, Le
    Zareipour, Hamidreza
    [J]. IEEE TRANSACTIONS ON SMART GRID, 2016, 7 (05) : 2395 - 2396
  • [18] Predictive Analytics on Big Data - an Overview
    Nagarajan, Gayathri
    Babu, Dhinesh L. D.
    [J]. INFORMATICA-AN INTERNATIONAL JOURNAL OF COMPUTING AND INFORMATICS, 2019, 43 (04): : 425 - 459
  • [19] Text Mining in Big Data Analytics
    Hassani, Hossein
    Beneki, Christina
    Unger, Stephan
    Mazinani, Maedeh Taj
    Yeganegi, Mohammad Reza
    [J]. BIG DATA AND COGNITIVE COMPUTING, 2020, 4 (01) : 1 - 34
  • [20] Text Mining in Big Data Analytics
    Cogburn, Derrick L.
    Hine, Michael J.
    Peladeau, Normand
    Yoon, Victoria Y.
    [J]. PROCEEDINGS OF THE 51ST ANNUAL HAWAII INTERNATIONAL CONFERENCE ON SYSTEM SCIENCES (HICSS), 2018, : 584 - 586