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
  • [1] Condition Monitoring and Diagnosis for Grid-connected Photovoltaic Power System
    Xu Xiaoli
    Chen Tao
    Zuo Yunbo
    [J]. PROCEEDINGS OF 2013 IEEE 11TH INTERNATIONAL CONFERENCE ON ELECTRONIC MEASUREMENT & INSTRUMENTS (ICEMI), 2013, : 807 - 811
  • [2] Power Grid Investment Decision Support System Based On Data Warehouse Architecture
    Wang, Jing-Min
    Nie, Jing
    [J]. 2015 INTERNATIONAL CONFERENCE ON MANAGEMENT SCIENCE AND ENGINEERING, MSE 2015, 2015, : 107 - 110
  • [3] Implementation and Application of APM Monitoring System under Big Data of Power Grid
    Shen, Yang
    Qiao, Lin
    Liu, Wei
    Yang, Chao
    [J]. 3RD ANNUAL INTERNATIONAL CONFERENCE ON CLOUD TECHNOLOGY AND COMMUNICATION ENGINEERING, 2020, 719
  • [4] Functional architecture of performance measurement system based on grid monitoring architecture
    Kim, Hyuncheol
    Ahn, Seongjin
    Park, Byungyeon
    Song, Jihyun
    Choi, Junkyun
    [J]. ADVANCES IN MULTIMEDIA MODELING, PT 2, 2007, 4352 : 576 - +
  • [5] Fault Diagnosis System of Power Grid Based on Multi-Data Sources
    Ji, Jinjie
    Chen, Qing
    Jin, Lei
    Zhou, Xiaotong
    Ding, Wei
    [J]. APPLIED SCIENCES-BASEL, 2021, 11 (16):
  • [6] Data Lake Architecture for Distribution System Operator
    Cardoso, Beatriz Batista
    Righetto, Sophia Boing
    Martins, Eduardo Luiz
    Izumida Martins, Marcos Aurelio
    Pereira, Andre Luiz
    de Francisci, Silvia
    [J]. 2021 IEEE POWER & ENERGY SOCIETY INNOVATIVE SMART GRID TECHNOLOGIES CONFERENCE (ISGT), 2021,
  • [7] A Data-Driven Architecture Design of Stream Computing for the Dispatch and Control System of the Power Grid
    Wang, Zhihua
    Jia, Kunqi
    Tang, Yuanhe
    Xiao, Jucheng
    Gao, Feng
    He, Guangyu
    [J]. 2018 2ND IEEE CONFERENCE ON ENERGY INTERNET AND ENERGY SYSTEM INTEGRATION (EI2), 2018,
  • [8] Architecture and Key Technologies for Big Data Platform in Power Grid
    Xu, Hongqiang
    Cai, Yu
    Wan, Xiong
    Ye, Ruili
    Di, Fangchun
    Li, Lixin
    Song, Xuri
    [J]. Dianwang Jishu/Power System Technology, 2021, 45 (12): : 4798 - 4807
  • [9] A Survey on Next-generation Power Grid Data Architecture
    You, Shutang
    Zhu, Lin
    Liu, Yong
    Liu, Hesen
    Liu, Yilu
    Shankar, Mallikarjun
    Robertson, Russell
    King, Tom
    [J]. 2015 IEEE POWER & ENERGY SOCIETY GENERAL MEETING, 2015,
  • [10] Monitoring and diagnosis process of abnormal consumption on smart power grid
    Wan, Zhengtong
    Li, Junxiang
    Gao, Yan
    [J]. NEURAL COMPUTING & APPLICATIONS, 2018, 30 (01): : 21 - 28
12345