DSP-FPGA Based Real-time Power Quality Disturbances Classifier

被引:0
|
作者
Zhang, Ming [1 ]
Li, Kaicheng [1 ]
机构
[1] Huazhong Univ Sci & Technol, Coll Elect & Elect Engn, Wuhan 430074, Peoples R China
来源
2010 IEEE PES TRANSMISSION AND DISTRIBUTION CONFERENCE AND EXPOSITION: SMART SOLUTIONS FOR A CHANGING WORLD | 2010年
关键词
Discrete Fourier transform; power quality disturbances; real-time classifier; RMS; rule-based decision tree; SYSTEM;
D O I
暂无
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
This paper describes an real-time classification method of power quality (PQ) disturbances based on DSP-FPGA. The proposed method simultaneously uses the results obtained in the application of a series of RMS values and the discrete Fourier transform to the power signal waveform. A series of RMS values are used for estimation of the time-related parameters of the PQ disturbances and the discrete Fourier transform is used for confirmation of the frequency-related parameters of the PQ disturbances. Without adding the computational burden, both the elementary parameters of the power signal and the type of PQ disturbance are obtained easily. A simple and effective methodology for classification of nine typical kinds of PQ disturbances is proposed in this paper. Five distinguished time-frequency statistical features of each type of PQ disturbances are extracted. Using a rule-based decision tree (RBDT), the PQ disturbances pattern can be recognized easily and there is no need to use other complicated classifiers. Finally, the method is also tested using both simulated disturbances and disturbances measured using an initial development instrument. Different experimental results show the good performance of this proposed approach. Real-time calculating time based on DSP is also taken into consideration to show the effectiveness of the proposed method.
引用
收藏
页数:6
相关论文
共 50 条
  • [21] Auxiliary inverter core control system based on DSP-FPGA
    Wu, Xia-Jie
    Fang, Hui
    Song, Wen-Sheng
    Feng, Xiao-Yun
    Dianji yu Kongzhi Xuebao/Electric Machines and Control, 2015, 19 (05): : 58 - 66
  • [22] DSP Algorithm for the Real-Time Detection of Power Quality Surge Transients
    Moreno-Munoz, A.
    de la Rosa, J. J. G.
    Pallares, V.
    Flores, J. M.
    2009 IEEE INTERNATIONAL CONFERENCE ON MECHATRONICS, VOLS 1 AND 2, 2009, : 120 - +
  • [23] A DSP/FPGA-based parallel architecture for real-time image processing
    Yan, Luxin
    Zhang, Tianxu
    Zhong, Sheng
    WCICA 2006: SIXTH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-12, CONFERENCE PROCEEDINGS, 2006, : 610 - 610
  • [24] Real-Time Blind Image Deconvolution based on Coordinated Framework of FPGA and DSP
    Wang, Ze
    Li, Hang
    Zhou, Hua
    Liu, Hongjun
    AOPC 2015: IMAGE PROCESSING AND ANALYSIS, 2015, 9675
  • [25] Experimental demonstration of real-time DSP with FPGA-based optical transmitter
    Watts, P.
    Glick, M.
    Waegemans, R.
    Benlachtar, Y.
    Mikhailov, V.
    Savory, S.
    Bayvel, P.
    Killey, R. I.
    ICTON 2008: PROCEEDINGS OF 2008 10TH ANNIVERSARY INTERNATIONAL CONFERENCE ON TRANSPARENT OPTICAL NETWORKS, VOL 1, 2008, : 202 - +
  • [26] A systematic review of real-time detection and classification of power quality disturbances
    Caicedo, Joaquin E.
    Agudelo-Martinez, Daniel
    Rivas-Trujillo, Edwin
    Meyer, Jan
    PROTECTION AND CONTROL OF MODERN POWER SYSTEMS, 2023, 8 (01)
  • [27] A systematic review of real-time detection and classification of power quality disturbances
    Joaquín E. Caicedo
    Daniel Agudelo-Martínez
    Edwin Rivas-Trujillo
    Jan Meyer
    Protection and Control of Modern Power Systems, 2023, 8
  • [28] Real-Time Power System Security Classifier
    de Arizon, MP
    Marti, JR
    ICCDCS 98: PROCEEDINGS OF THE 1998 SECOND IEEE INTERNATIONAL CARACAS CONFERENCE ON DEVICES, CIRCUITS AND SYSTEMS, 1998, : 320 - 326
  • [29] Real-time cross-correlation-based technique for detection and classification of power quality disturbances
    De, Subhra
    Debnath, Sudipta
    IET GENERATION TRANSMISSION & DISTRIBUTION, 2018, 12 (03) : 688 - 695
  • [30] MPEG-4 video encoder based on DSP-FPGA techniques
    Niu, JW
    He, R
    Hu, JP
    2005 INTERNATIONAL CONFERENCE ON COMMUNICATIONS, CIRCUITS AND SYSTEMS, VOLS 1 AND 2, PROCEEDINGS: VOL 1: COMMUNICATION THEORY AND SYSTEMS, 2005, : 518 - 522