A Data Lake Architecture for Monitoring and Diagnosis System of Power Grid

被引：4
|
作者：
Li, Ying [1 ]
Zhang, AiMin [1 ]
Zhang, Xinman [1 ]
Wu, Zhihui [2 ]
机构：
[1] Xi An Jiao Tong Univ, Sch Elect & Informat Engn, Xian 710049, Shaanxi, Peoples R China
[2] Guangdong Xian Jiaotong Univ Acad, 3 Daliangdesheng East Rd, Foshan 528000, Guangdong, Peoples R China
来源：
PROCEEDINGS OF 2018 ARTIFICIAL INTELLIGENCE AND CLOUD COMPUTING CONFERENCE (AICCC 2018) | 2018年
关键词：
Data Lake; Monitoring And Diagnostic; Data Pond; Power Grid;
D O I：
10.1145/3299819.3299850
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
In this paper, a data lake architecture is proposed for a class of monitoring and diagnostic systems applied to power grid. The differences between data lake and data warehouse is studied to make an informed decision on how to manage a huge amount of data. To adapt to the characteristics and performances of historical data and real-time data of power grid equipment, a monitoring and diagnosis system based on data lake storage architecture is designed. The application of the framework indicates the applicability and effectiveness of data lake architecture.
引用
收藏
页码：192 / 198
页数：7
相关论文
共 50 条
  • [41] The Research of Dynamic and Environmental Monitoring in Power Grid Communication System
    Peng, Zhi-bao
    Luo, Yi
    Ma, Yi
    INTERNATIONAL CONFERENCE ON COMPUTER, MECHATRONICS AND ELECTRONIC ENGINEERING (CMEE 2016), 2016,
  • [42] An online monitoring system of geomagnetically induced current in power grid
    Wang, Ying
    Liu, Chunming
    Liu, Lianguang
    Yan, Yongqiang
    Dianli Xitong Zidonghua/Automation of Electric Power Systems, 2009, 33 (15): : 112 - 115
  • [43] Study of gateway in a distributed power grid dynamic monitoring system
    Yan, Changyou
    Zhou, Tao
    Yang, Qixun
    Tan, Yan
    Dianli Xitong Zidonghua/Automation of Electric Power Systems, 2004, 28 (20): : 68 - 71
  • [44] Monitoring A Grid Connected PV Power Generation System with Labview
    Bayrak, Gokay
    Cebeci, Mehmet
    2013 INTERNATIONAL CONFERENCE ON RENEWABLE ENERGY RESEARCH AND APPLICATIONS (ICRERA), 2013, : 562 - 567
  • [45] SCADA system with power quality monitoring in Smart Grid model
    Regula, Michal
    Otcenasova, Alena
    Roch, Marek
    Bodnar, Roman
    Repak, Michal
    2016 IEEE 16TH INTERNATIONAL CONFERENCE ON ENVIRONMENT AND ELECTRICAL ENGINEERING (EEEIC), 2016,
  • [46] Design of Smart Monitoring and Communication System for NCR Power Grid
    Apolinario, Gerard Francesco D. G.
    Dizon, Meyer Joseph S.
    Gaspar, Vandrix O.
    Obligado, Gerbert Laurence T.
    2017 IEEE 9TH INTERNATIONAL CONFERENCE ON HUMANOID, NANOTECHNOLOGY, INFORMATION TECHNOLOGY, COMMUNICATION AND CONTROL, ENVIRONMENT AND MANAGEMENT (IEEE HNICEM), 2017,
  • [47] GridRM: A resource monitoring architecture for the grid
    Baker, M
    Smith, G
    GRID COMPUTING - GRID 2002, 2002, 2536 : 268 - 273
  • [48] Architecture of Online Analysis System for Power Grid Oriented to Rapid Response
    Zhao L.
    Zhou M.
    Fan Z.
    Feng D.
    Yuan Q.
    Dianli Xitong Zidonghua/Automation of Electric Power Systems, 2019, 43 (18): : 95 - 101
  • [49] Research on Evaluation System of Power Control Architecture of Active Distribution Grid
    Zhen Lijing
    Ma Hongwei
    Zhang Peng
    Wang Xia
    2016 CHINA INTERNATIONAL CONFERENCE ON ELECTRICITY DISTRIBUTION (CICED), 2016,
  • [50] Integrated distributed intelligent system architecture for incidents monitoring and diagnosis
    Rao, M
    Yang, HB
    Yang, HM
    COMPUTERS IN INDUSTRY, 1998, 37 (02) : 143 - 151
12345