A Wavelet-Based Data Compression Technique for Smart Grid

被引:119
|
作者
Ning, Jiaxin [1 ]
Wang, Jianhui [2 ]
Gao, Wenzhong [3 ]
Liu, Cong [2 ]
机构
[1] EnerNex Corp, Knoxville, TN USA
[2] Argonne Natl Lab, Decis & Informat Sci Div, Argonne, IL 60439 USA
[3] Univ Denver, Dept Elect & Comp Engn, Denver, CO USA
关键词
Data compression; disturbance analysis; wavelet transform;
D O I
10.1109/TSG.2010.2091291
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
This paper proposes a wavelet-based data compression approach for the smart grid (SG). In particular, wavelet transform (WT)-based multiresolution analysis (MRA), as well as its properties, are studied for its data compression and denoising capabilities for power system signals in SG. Selection of the Order 2 Daubechies wavelet and scale 5 as the best wavelet function and the optimal decomposition scale, respectively, for disturbance signals is demonstrated according to the criterion of the maximum wavelet energy of wavelet coefficients (WCs). To justify the proposed method, phasor data are simulated under disturbance circumstances in the IEEE New England 39-bus system. The results indicate that WT-based MRA can not only compress disturbance signals but also depress the sinusoidal and white noise contained in the signals.
引用
收藏
页码:212 / 218
页数:7
相关论文
共 50 条
  • [1] Embedded Zerotree Wavelet Based Data Compression for Smart Grid
    Khan, Jesmin
    Bhuiyan, Sharif
    Murphy, Gregory
    Arline, Morgan
    [J]. 2013 IEEE INDUSTRY APPLICATIONS SOCIETY ANNUAL MEETING, 2013,
  • [2] Wavelet-based hybrid ECG compression technique
    Wang Xingyuan
    Meng Juan
    [J]. ANALOG INTEGRATED CIRCUITS AND SIGNAL PROCESSING, 2009, 59 (03) : 301 - 308
  • [3] Wavelet-based hybrid ECG compression technique
    Wang Xingyuan
    Meng Juan
    [J]. Analog Integrated Circuits and Signal Processing, 2009, 59 : 301 - 308
  • [4] Wavelet-based compression of multichannel climate data
    Sharifahmadian, Ershad
    Choi, Yoonsuk
    Latifi, Shahram
    Dascalu, Sergiu
    Harris, Frederick C.
    [J]. SATELLITE DATA COMPRESSION, COMMUNICATIONS, AND PROCESSING X, 2014, 9124
  • [5] Wavelet-based compression of SAR raw data
    Magli, E
    Olmo, G
    Penna, B
    [J]. IGARSS 2002: IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM AND 24TH CANADIAN SYMPOSIUM ON REMOTE SENSING, VOLS I-VI, PROCEEDINGS: REMOTE SENSING: INTEGRATING OUR VIEW OF THE PLANET, 2002, : 1129 - 1131
  • [6] Embedded-Zerotree-Wavelet-Based Data Denoising and Compression for Smart Grid
    Khan, Jesmin
    Bhuiyan, Sharif M. A.
    Murphy, Gregory
    Arline, Morgan
    [J]. IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS, 2015, 51 (05) : 4190 - 4200
  • [7] A New Adaptive Wavelet-Based ECG Compression Technique
    Al-Fahoum, A. S.
    Alshamali, A.
    [J]. 2010 THE 3RD INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND INDUSTRIAL APPLICATION (PACIIA2010), VOL II, 2010, : 468 - 471
  • [8] Smart grid data compression and reconstruction by wavelet packet transform
    Jadhav, Rakhi
    Mahajan, Anurag
    [J]. METHODSX, 2024, 13
  • [9] Wavelet-based vibration sensor data compression technique for civil infrastructure condition monitoring
    Zhang, Yunfeng
    Li, Jian
    [J]. JOURNAL OF COMPUTING IN CIVIL ENGINEERING, 2006, 20 (06) : 390 - 399
  • [10] Wavelet-Based Vibration Data Compression Technique for Natural Frequencies Identification of Civil Infrastructure
    Perez-Ramirez, Carlos A.
    Valtierra-Rodriguez, Martin
    Moreno-Gomez, Alejandro
    Domiguez-Gonzalez, Aurelio
    Osornio-Rios, Roque A.
    Amezquita-Sanchez, Juan P.
    Romero-Troncoso, Rene de J.
    [J]. 2017 IEEE INTERNATIONAL AUTUMN MEETING ON POWER, ELECTRONICS AND COMPUTING (ROPEC), 2017,