The Compression of Electric Signal Waveforms for Smart Grids: State of the Art and Future Trends

被引:107
|
作者
Tcheou, Michel P. [1 ]
Lovisolo, Lisandro [1 ]
Ribeiro, Moises V. [4 ]
da Silva, Eduardo A. B. [2 ]
Rodrigues, Marco A. M. [3 ]
Romano, Joao M. T. [5 ]
Diniz, Paulo S. R. [2 ]
机构
[1] Univ Estado Rio de Janeiro, BR-20550090 Rio De Janeiro, RJ, Brazil
[2] Univ Fed Rio de Janeiro, BR-21945970 Rio De Janeiro, RJ, Brazil
[3] Ctr Pesquisas Energia Eltr CEPEL, BR-21941590 Rio De Janeiro, RJ, Brazil
[4] Univ Fed Juiz de Fora, BR-36037000 Juiz De Fora, MG, Brazil
[5] Univ Estadual Campinas, UNICAMP, BR-13083852 Campinas, SP, Brazil
关键词
Electric power systems; signal compression; smart grid; data compression; DISTURBANCE DATA-COMPRESSION; POWER QUALITY EVENTS; DESCRIPTION LENGTH; ATOMIC DECOMPOSITIONS; SPLINE WAVELET; CHALLENGES; SCHEME; GAP; MDL;
D O I
10.1109/TSG.2013.2293957
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this paper, we discuss the compression of waveforms obtained from measurements of power system quantities and analyze the reasons why its importance is growing with the advent of smart grid systems. While generation and transmission networks already use a considerable number of automation and measurement devices, a large number of smart monitors and meters are to be deployed in the distribution network to allow broad observability and real-time monitoring. This situation creates new requirements concerning the communication interface, computational intelligence and the ability to process data or signals and also to share information. Therefore, a considerable increase in data exchange and in storage is likely to occur. In this context, one must achieve an efficient use of channel communication bandwidth and a reduced need of storage space for power system data. Here, we review the main compression techniques devised for electric signal waveforms providing an overview of the achievements obtained in the past decades. Additionally, we envision some smart grid scenarios emphasizing open research issues regarding compression of electric signal waveforms. We expect that this paper will contribute to motivate joint research efforts between electrical power system and signal processing communities in the area of signal waveform compression.
引用
收藏
页码:291 / 302
页数:12
相关论文
共 50 条
  • [1] Fuzzy Transform Based Compression of Electric Signal Waveforms for Smart Grids
    Loia, Vincenzo
    Tomasiello, Stefania
    Vaccaro, Alfredo
    [J]. IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2017, 47 (01): : 121 - 132
  • [2] Residential Electrical Load Monitoring and Modeling - State of the Art and Future Trends for Smart Homes and Grids
    Yuan, Xinmei
    Han, Peng
    Duan, Yao
    Alden, Rosemary E.
    Rallabandi, Vandana
    Ionel, Dan M.
    [J]. ELECTRIC POWER COMPONENTS AND SYSTEMS, 2020, 48 (11) : 1125 - 1143
  • [3] State of the Art and Trends Review of Smart Metering in Electricity Grids
    Uribe-Perez, Noelia
    Hernandez, Luis
    de la Vega, David
    Angulo, Itziar
    [J]. APPLIED SCIENCES-BASEL, 2016, 6 (03): : 1 - 24
  • [4] The Smart Grid-State-of-the-art and Future Trends
    El-Hawary, Mohamed E.
    [J]. ELECTRIC POWER COMPONENTS AND SYSTEMS, 2014, 42 (3-4) : 239 - 250
  • [5] Smart manufacturing systems: state of the art and future trends
    Qu, Y. J.
    Ming, X. G.
    Liu, Z. W.
    Zhang, X. Y.
    Hou, Z. T.
    [J]. INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2019, 103 (9-12): : 3751 - 3768
  • [6] Smart manufacturing systems: state of the art and future trends
    Qu, Y.J.
    Ming, X.G.
    Liu, Z.W.
    Zhang, X.Y.
    Hou, Z.T.
    [J]. International Journal of Advanced Manufacturing Technology, 2019, 103 (9-12): : 3751 - 3768
  • [7] Smart manufacturing systems: state of the art and future trends
    Y. J. Qu
    X. G. Ming
    Z. W. Liu
    X. Y. Zhang
    Z. T. Hou
    [J]. The International Journal of Advanced Manufacturing Technology, 2019, 103 : 3751 - 3768
  • [8] The Smart Grid-State-of-the-art and Future Trends
    El-Hawary, Mohamed E.
    [J]. PROCEEDINGS OF 2016 EIGHTEENTH INTERNATIONAL MIDDLE EAST POWER SYSTEMS CONFERENCE (MEPCON), 2016, : XVII - XVII
  • [9] A Survey on Electric Power Demand Forecasting: Future Trends in Smart Grids, Microgrids and Smart Buildings
    Hernandez, Luis
    Baladron, Carlos
    Aguiar, Javier M.
    Carro, Belen
    Sanchez-Esguevillas, Antonio J.
    Lloret, Jaime
    Massana, Joaquim
    [J]. IEEE COMMUNICATIONS SURVEYS AND TUTORIALS, 2014, 16 (03): : 1460 - 1495
  • [10] Energy management in the smart grid: State-of-the-art and future trends
    Meliani, Meryem
    El Barkany, Abdellah
    El Abbassi, Ikram
    Darcherif, Abdel Moumen
    Mahmoudi, Morad
    [J]. INTERNATIONAL JOURNAL OF ENGINEERING BUSINESS MANAGEMENT, 2021, 13