Clustering Application for Streaming Big Data in Smart Grid

被引:0
|
作者
Banga, Alisha [1 ]
Sinha, Amrita [2 ]
机构
[1] Thapar Inst Engn & Technol, Patiala, Punjab, India
[2] Thapar Inst Engn & Technol, Dept EIED, Patiala, Punjab, India
来源
PROCEEDINGS OF THE 2018 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATION AND SIGNAL PROCESSING (ICCSP) | 2018年
关键词
Big Data; Clustering; Machine Learning; streaming data;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Due to much advancement in technologies and a strong recommendation from both economic and environmental issues, the traditional power grid is updated to a new smart grid that allows two-way communications as well as monitors the system for system stability. It also enables integration of distributed energy sources and can also schedule energy consumption for its customers. Due to this up gradation, there is a tremendous amount of big data that has to be considered for further analysis of the system regarding faults; energy consumption etc. This paper presents a data mining approach applied to streaming data sets. The authors have used a software environment 'Python' for carrying out the unsupervised data mining processes.
引用
收藏
页码:1051 / 1054
页数:4
相关论文
共 50 条
  • [11] Enabling the Big Data Analysis in the Smart Grid
    Luo, Fengji
    Dong, Zhao Yang
    Zhao, Junhua
    Zhang, Xin
    Kong, Weicong
    Chen, Yingying
    2015 IEEE POWER & ENERGY SOCIETY GENERAL MEETING, 2015,
  • [12] Distributed Big Data Management in Smart Grid
    Ahsan, Umar
    Bais, Abdul
    2017 26TH WIRELESS AND OPTICAL COMMUNICATION CONFERENCE (WOCC), 2017,
  • [13] Big Data Issues in Smart Grid Systems
    Sagiroglu, Seref
    Terzi, Ramazan
    Canbay, Yavuz
    Colak, Ilhann
    2016 IEEE INTERNATIONAL CONFERENCE ON RENEWABLE ENERGY RESEARCH AND APPLICATIONS (ICRERA), 2016, : 1007 - 1012
  • [14] Big data issues in smart grid - A review
    Tu, Chunming
    He, Xi
    Shuai, Zhikang
    Jiang, Fei
    RENEWABLE & SUSTAINABLE ENERGY REVIEWS, 2017, 79 : 1099 - 1107
  • [15] Big Data Analysis and Visualization for the Smart Grid
    Sanchez, Alejandro
    Rivera, Wilson
    2017 IEEE 6TH INTERNATIONAL CONGRESS ON BIG DATA (BIGDATA CONGRESS 2017), 2017, : 414 - 418
  • [16] Quantum Clustering on Streaming Data: A Novel Method for Analyzing Big Data
    Hofer, Rebecca
    Mallinger, Kevin
    PROCEEDINGS OF THE 8TH INTERNATIONAL CONFERENCE ON INTERNET OF THINGS, BIG DATA AND SECURITY, IOTBDS 2023, 2023, : 17 - 28
  • [17] Research on Application Level of Big Data and Cloud Computing Information Technologies in Smart Grid
    Zhou, Jing
    INTERNATIONAL CONFERENCE ON COMPUTER, MECHATRONICS AND ELECTRONIC ENGINEERING (CMEE 2016), 2016,
  • [18] Key technologies of electric power big data and its application prospects in smart grid
    School of Electrical and Electronic Engineering, Huazhong University of Science and Technology, Wuhan
    Hubei Province
    430074, China
    不详
    Shandong Province
    250002, China
    Zhongguo Dianji Gongcheng Xuebao, 3 (503-511):
  • [19] Application of Big Data and Machine Learning in Smart Grid, and Associated Security Concerns: A Review
    Hossain, Eklas
    Khan, Imtiaj
    Un-Noor, Fuad
    Sikander, Sarder Shazali
    Sunny, Md Samiul Haque
    IEEE ACCESS, 2019, 7 : 13960 - 13988
  • [20] Multicast Delayed Authentication for Streaming Synchrophasor Data in the Smart Grid
    Camara, Sergio
    Anand, Dhananjay
    Pillitteri, Victoria
    Carmo, Luiz
    ICT SYSTEMS SECURITY AND PRIVACY PROTECTION, SEC 2016, 2016, 471 : 32 - 46