The Data Mining Application in the Power Quality Monitoring Data Analysis

被引：0
|
作者：
Lin, Shunfu [1 ]
Xie, Chao [1 ]
Tang, Bo [1 ]
Liu, Ronghui [1 ]
Pan, Aiqiang [2 ]
机构：
[1] Shanghai Univ Elect Power, Coll Elect Engn, Shanghai, Peoples R China
[2] State Grid Shanghai Municipal Elect Power Co, Elect Power Res Inst, Shanghai, Peoples R China
来源：
PROCEEDINGS OF THE 2016 IEEE 11TH CONFERENCE ON INDUSTRIAL ELECTRONICS AND APPLICATIONS (ICIEA) | 2016年
关键词：
power quality; data mining; cluster analysis; correlation analysis;
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：
It is a main issue to find valuable information from the power quality data because of its big volume, heterogeneity and low value density in the power quality monitoring system of the grid. An analysis system of the power quality analysis based on the data mining technologies is presented in this paper, consisting of the technologies of data cleaning, data fusion, cluster analysis, correlation analysis, and etc.. The proposed analysis system is applied in the power quality data analysis of a certain city power quality monitoring system. The meaningful variation laws of the power quality indices are obtained, which can provide valuable reference to the grid planning, dispatch and operation.
引用
收藏
页码：338 / 342
页数：5
相关论文
共 50 条
  • [41] Data Mining Methods for Traffic Monitoring Data Analysis: A case study
    Gecchele, Gregorio
    Rossi, Riccardo
    Gastaldi, Massimiliano
    Caprini, Armando
    [J]. STATE OF THE ART IN THE EUROPEAN QUANTITATIVE ORIENTED TRANSPORTATION AND LOGISTICS RESEARCH, 2011: 14TH EURO WORKING GROUP ON TRANSPORTATION & 26TH MINI EURO CONFERENCE & 1ST EUROPEAN SCIENTIFIC CONFERENCE ON AIR TRANSPORT, 2011, 20 : 455 - 464
  • [42] Abnormal Data Monitoring and Analysis Based on Data Mining and Neural Network
    Chen, Yanyan
    [J]. JOURNAL OF SENSORS, 2022, 2022
  • [43] Complex Neural Classifiers for Power Quality Data Mining
    Vidhya, S.
    Kamaraj, V.
    [J]. JOURNAL OF ELECTRICAL ENGINEERING & TECHNOLOGY, 2018, 13 (04) : 1714 - 1722
  • [44] Analysis of agriculture data using data mining techniques: application of big data
    Majumdar J.
    Naraseeyappa S.
    Ankalaki S.
    [J]. Journal of Big Data, 4 (1)
  • [45] Power Quality Data Evaluation in Distribution Networks Based on Data Mining Techniques
    Gu, Tongyou
    Kadurek, P.
    Cobben, J. F. G.
    Endhoven, A. W.
    [J]. 2013 12TH INTERNATIONAL CONFERENCE ON ENVIRONMENT AND ELECTRICAL ENGINEERING (EEEIC 2013), 2013, : 58 - 63
  • [46] Data Mining Based on the Rough Analysis And the Application in the Telecommunication Network Quality Evaluation
    Zhang Wen-yu
    Ren Lu
    Gao Jing
    [J]. 2011 INTERNATIONAL CONFERENCE ON COMPUTERS, COMMUNICATIONS, CONTROL AND AUTOMATION (CCCA 2011), VOL I, 2010, : 306 - 309
  • [47] Data Quality Evaluation Method of Jiangsu Power Grid Based on Data Mining
    Zhu, Meng
    Zhai, Qianhui
    Qian, Xusheng
    Yu, Yang
    Chen, Ke
    [J]. 2022 9TH INTERNATIONAL FORUM ON ELECTRICAL ENGINEERING AND AUTOMATION, IFEEA, 2022, : 520 - 523
  • [48] Cluster analysis for long-term power quality data in mining electrical power network
    Jasinski, Michal
    Sikorski, Tomasz
    Kostyla, Pawel
    Borkowski, Klaudiusz
    [J]. 2018 PROGRESS IN APPLIED ELECTRICAL ENGINEERING (PAEE), 2018,
  • [49] Research and Application of Data Mining Technique in Power Plant
    Li, Jian-qiang
    Wang, Song-ling
    Niu, Cheng-lin
    Liu, Ji-zhen
    [J]. PROCEEDINGS OF THE 2008 INTERNATIONAL SYMPOSIUM ON COMPUTATIONAL INTELLIGENCE AND DESIGN, VOL 2, 2008, : 250 - +
  • [50] Data mining technology and its application on power system
    Liao, Z.
    Sun, Y.
    [J]. Dianli Xitong Zidonghue/Automation of Electric Power Systems, 2001, 25 (11): : 62 - 66
12345