The power big data-based energy analysis for intelligent community in smart grid

被引:4
|
作者
Zhang, Yiying [1 ]
Liang, Kun [1 ]
Liu, Ying [1 ]
He, Yeshen [2 ]
机构
[1] Tianjin Univ Sci & Technol, Coll Comp Sci & Informat Engn, Tianjin 300457, Peoples R China
[2] China Gridcom Co Ltd, Shenzhen 518031, Guangdong, Peoples R China
关键词
power big data; intelligent community; smart grid; power cloud; CLOUD;
D O I
10.1504/IJES.2019.099417
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Smart grid deploys large numbers of intelligent terminals, to monitor or control the operating status and improve the energy efficiency and functional applications. In this paper, we study the power efficiency problem of intelligent cell based on the power big data, and present the system architecture and key algorithm for the intelligent community and smart industrial park: 1) we propose a business intelligence architecture based on cloud computing to meet the requirements of efficient storage and analysis of massive data; 2) we also establish a multivariable, multi-dimensional intelligent electricity energy analysis model which improves the orderly power consumption efficiency; 3) also we present a novel parallel algorithm to achieve the data mining algorithms and data analysis algorithms, and solve the issue of processing speed of large-scale data analysis. The analysis results guided the efficient electricity, and increased the functions of the intelligent community and the intelligent life preliminarily.
引用
收藏
页码:295 / 305
页数:11
相关论文
共 50 条
  • [21] Automated Analysis of Power Systems Disturbance Records: Smart Grid Big Data Perspective
    Ukil, Abhisek
    Zivanovic, Rastko
    2014 IEEE INNOVATIVE SMART GRID TECHNOLOGIES - ASIA (ISGT ASIA), 2014, : 126 - 131
  • [22] The Internet of Energy: Smart Sensor Networks and Big Data Management for Smart Grid
    Jaradat, Manar
    Jarrah, Moath
    Bousselham, Abdelkader
    Jararweh, Yaser
    Al-Ayyoub, Mahmoud
    10TH INTERNATIONAL CONFERENCE ON FUTURE NETWORKS AND COMMUNICATIONS (FNC 2015) / THE 12TH INTERNATIONAL CONFERENCE ON MOBILE SYSTEMS AND PERVASIVE COMPUTING (MOBISPC 2015) AFFILIATED WORKSHOPS, 2015, 56 : 592 - 597
  • [23] Game-Theoretical Energy Management for Energy Internet With Big Data-Based Renewable Power Forecasting
    Zhou, Zhenyu
    Xiong, Fei
    Huang, Biyao
    Xu, Chen
    Jiao, Runhai
    Liao, Bin
    Yin, Zhongdong
    Li, Jianqi
    IEEE ACCESS, 2017, 5 : 5731 - 5746
  • [24] Big Data Analysis-Based Security Situational Awareness for Smart Grid
    Wu, Jun
    Ota, Kaoru
    Dong, Mianxiong
    Li, Jianhua
    Wang, Hongkai
    IEEE TRANSACTIONS ON BIG DATA, 2018, 4 (03) : 408 - 417
  • [25] Energy Management for Energy Internet: A Combination of Game Theory and Big Data-based Renewable Power Forecasting
    Zhou, Zhenyu
    Xiong, Fei
    Xu, Chen
    Zhou, Sheng
    Gong, Jie
    2017 FIRST IEEE INTERNATIONAL CONFERENCE ON ENERGY INTERNET (ICEI 2017), 2017, : 198 - 203
  • [26] Energy Big Data Security Threats in IoT-Based Smart Grid Communications
    Chin, Wen-Long
    Li, Wan
    Chen, Hsiao-Hwa
    IEEE COMMUNICATIONS MAGAZINE, 2017, 55 (10) : 70 - 75
  • [27] Experimental research on big data-based intelligent exploration models and advance
    Zhou, Qi
    Wu, Chonglong
    Earth Science Frontiers, 2024, 31 (06) : 350 - 367
  • [28] A data-based architecture of smart workshop based on multi-intelligent units
    Liu, Siqi
    Gu, Wenbin
    Guo, Zhenyang
    Tang, Na
    2023 35TH CHINESE CONTROL AND DECISION CONFERENCE, CCDC, 2023, : 5111 - 5115
  • [29] From big data to smart energy services: An application for intelligent energy management
    Marinakis, Vangelis
    Doukas, Haris
    Tsapelas, John
    Mouzakitis, Spyros
    Sicilia, Alvaro
    Madrazo, Leandro
    Sgouridis, Sgouris
    FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2020, 110 : 572 - 586
  • [30] Big Data-Based User Data Intelligent Encryption Method in Electronic Case System
    Liu, Xin
    ADVANCED HYBRID INFORMATION PROCESSING, ADHIP 2019, PT I, 2019, 301 : 300 - 309