A novel information technology of load events detection for the energy management information systems

被引:0
|
作者
Hsueh-Hsien Chang
Ching-Lung Lin
机构
[1] Jin Wen University of Science and Technology,Department of Electronic Engineering
[2] Ming Hsin University of Science and Technology,Department of Electrical Engineering
关键词
Energy management information system (EMIS); Load event detection; Economic load demand response (ELDR); Information technology (IT); Data mining;
D O I
暂无
中图分类号
学科分类号
摘要
Coordinating economic load demand response (ELDR) strategy with energy efficiency and information technology (IT) of e-business management multiplies the reduction in electricity usage. The steady-state power signatures (PS) contain plenty of information needed for detecting state transition and aging of loads. On the other hand, adopting the values of PS directly has the drawbacks of taking a longer time and much memory for the datasets of energy management information system (EMIS). To effectively reduce the number of PS representing load state transition and aging signals, a feature extraction technique of the PS in the EMIS, Hellinger distance, is proposed in this paper. The high success rates of identifying state transition and aging of loads from the back-propagation artificial neural network (BP-ANN) have been proved via experiments to be feasible in load operations of EMIS applications.
引用
收藏
页码:289 / 308
页数:19
相关论文
共 50 条
  • [1] A novel information technology of load events detection for the energy management information systems
    Chang, Hsueh-Hsien
    Lin, Ching-Lung
    [J]. INFORMATION SYSTEMS AND E-BUSINESS MANAGEMENT, 2015, 13 (02) : 289 - 308
  • [2] Electric load management and information technology
    Palensky, Peter
    [J]. 2009 AFRICON, VOLS 1 AND 2, 2009, : 835 - 839
  • [3] Role of information technology in energy management
    Ohri, Anil
    Ohri, Jyoti
    [J]. WCECS 2007: WORLD CONGRESS ON ENGINEERING AND COMPUTER SCIENCE, 2007, : 964 - 967
  • [4] Pitfalls of Information Technology Management Systems
    Siriram, Raj
    [J]. 2011 IEEE INTERNATIONAL CONFERENCE ON INDUSTRIAL ENGINEERING AND ENGINEERING MANAGEMENT (IEEM), 2011, : 1016 - 1023
  • [6] TREASURY MANAGEMENT-INFORMATION-SYSTEMS AND THE CONTRIBUTION OF INFORMATION TECHNOLOGY
    EARL, MJ
    ONG, ES
    [J]. INFORMATION & MANAGEMENT, 1987, 12 (04) : 209 - 217
  • [7] INFORMATION SYSTEMS AS A PROFESSIONAL DISCIPLINE: FOCUS ON THE MANAGEMENT OF INFORMATION TECHNOLOGY
    Hidding, Gezinus J.
    [J]. JOURNAL OF ORGANIZATIONAL COMPUTING AND ELECTRONIC COMMERCE, 2012, 22 (04) : 347 - 360
  • [8] Energy Management Information Systems for Energy Efficiency
    Martirano, Luigi
    Borghi, Luigi
    Bua, Franco
    Cristaldi, Loredana
    Grigis, Giacomo
    Lavecchia, Cristina
    Liziero, Michele
    Mongiovi, Luca
    Nastri, Emanuele
    Tironi, Enrico
    [J]. 2018 IEEE INTERNATIONAL CONFERENCE ON ENVIRONMENT AND ELECTRICAL ENGINEERING AND 2018 IEEE INDUSTRIAL AND COMMERCIAL POWER SYSTEMS EUROPE (EEEIC / I&CPS EUROPE), 2018,
  • [9] EFFICIENT LOAD INFORMATION MANAGEMENT FOR LOAD SHARING IN DISTRIBUTED SYSTEMS
    MAHAMUNI, AB
    GONSALVES, TA
    RAMAMURTHI, B
    [J]. IFIP TRANSACTIONS C-COMMUNICATION SYSTEMS, 1993, 13 : 43 - 54
  • [10] INFORMATION AND INFORMATION TECHNOLOGY MANAGEMENT
    BROADBENT, M
    KOENIG, MED
    [J]. ANNUAL REVIEW OF INFORMATION SCIENCE AND TECHNOLOGY, 1988, 23 : 237 - 270