The Mining Analysis of Distribution Network Operation Efficiency Based on Big Data

被引:0
|
作者
Cui, Yanyan [1 ]
Su, Jian [1 ]
Ma, Li [1 ]
Liu, Yuanhong [1 ]
Chen, Hai [1 ]
Lin, Jianjun [2 ]
Wang, Jun [2 ]
Yuan, Shuai [2 ]
机构
[1] China Elect Power Res Inst, Beijing, Peoples R China
[2] State Grid Corp China, Beijing, Peoples R China
来源
2016 CHINA INTERNATIONAL CONFERENCE ON ELECTRICITY DISTRIBUTION (CICED) | 2016年
关键词
big data; distribution network; mining analysis; operation efficiency;
D O I
暂无
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
On the basis of distribution network operation efficiency evaluation model, big data mining analysis of distribution network operation efficiency is carried out by using the obtained file and operation data of millions of the distribution network main equipment in 2014. The equipment include high voltage transmission line, main transformer, medium voltage distribution line and distribution transformer. The mining process is divided into three stages: business understanding, data preparation and data mining. Firstly, in the stage of business understanding, the data mining goal is made, the data requirement is cleared and the business scenarios are designed. Secondly, in the stage of data preparation, the data collection, checking, repairing, cleaning and reconstruction are carried out. Then, in the stage of data mining, using the selected data mining analysis model, cluster analysis and association analysis is carried out, and the monitoring analysis is further made. Through in-depth excavation of the relevant influencing factors of operation efficiency, positioning the existing problems in order to make the development of distribution network more coordinated, and the operation more economical.
引用
收藏
页数:5
相关论文
共 50 条
  • [41] Application of Data Mining in Fiscal Expenditure on the New Urbanization and Income Gap based on Network Big Data
    Liu, Yan
    INTERNATIONAL JOURNAL OF SECURITY AND ITS APPLICATIONS, 2016, 10 (08): : 375 - 384
  • [42] Network security Mode analysis based on big data environment
    Xu, Shuning
    2020 INTERNATIONAL CONFERENCE ON BIG DATA & ARTIFICIAL INTELLIGENCE & SOFTWARE ENGINEERING (ICBASE 2020), 2020, : 50 - 53
  • [43] Operation Management Architecture of Power Communication Backbone Transmission Network Based on Big Data
    Zhang, Shujuan
    Zhang, Lixia
    Gao, Huisheng
    Li, Yang
    Wang, Meili
    INTERNATIONAL CONFERENCE ON SMART TRANSPORTATION AND CITY ENGINEERING 2021, 2021, 12050
  • [44] Big Data visualization as an auxiliary tool in designing a distribution network of a company
    Kozlov, Stanislav
    PROCEEDINGS OF THE 21ST INTERNATIONAL ACADEMIC MINDTREK CONFERENCE (ACADEMIC MINDTREK), 2017, : 247 - 250
  • [45] Data Mining with Big Data
    Sowmya, R.
    Suneetha, K. R.
    PROCEEDINGS OF 2017 11TH INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEMS AND CONTROL (ISCO 2017), 2017, : 246 - 250
  • [46] An Approach of Russian Online Learning Behavior Analysis and Mining Based on Big Data
    Wang, Yiqiong
    2019 INTERNATIONAL CONFERENCE ON INTELLIGENT TRANSPORTATION, BIG DATA & SMART CITY (ICITBS), 2019, : 232 - 235
  • [47] Mining optimum models of generating solar power based on big data analysis
    Huang, Yin-Fu
    Chang, Shun-Hao
    SOLAR ENERGY, 2017, 155 : 224 - 232
  • [48] Research of Big Data Information Mining and Analysis : Technology Based on Hadoop Technology
    Dong, Zhanchi
    2022 INTERNATIONAL CONFERENCE ON BIG DATA, INFORMATION AND COMPUTER NETWORK (BDICN 2022), 2022, : 173 - 176
  • [49] Analysis and Prediction Method of Student Behavior Mining Based on Campus Big Data
    Tu, Liyan
    ADVANCED HYBRID INFORMATION PROCESSING, ADHIP 2019, PT II, 2019, 302 : 363 - 371
  • [50] Research of Postal Data mining system based on big data
    Hu, Xia
    Jin, Yanfeng
    Wang, Fan
    PROCEEDINGS OF THE 3RD INTERNATIONAL CONFERENCE ON MECHATRONICS, ROBOTICS AND AUTOMATION (ICMRA 2015), 2015, 15 : 643 - 647