AN ARTIFICIAL NEURAL-NET BASED METHOD FOR PREDICTING POWER-SYSTEM VOLTAGE HARMONICS

被引：51
|
作者：
MORI, H
ITOU, K
UEMATSU, H
TSUZUKI, S
机构：
[1] Department of Electrical Engineering, Meiji University, Tama-ku
来源：
IEEE TRANSACTIONS ON POWER DELIVERY | 1992年 / 7卷 / 01期
关键词：
HARMONICS; ADAPTIVE PREDICTION; ARTIFICIAL NEURAL NETWORK; BACKPROPAGATION; AR MODELS;
D O I：
10.1109/61.108934
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 presents a new method for predicting power system voltage harmonics with an artificial neural network. The method is based on the backpropagation learning technique for feedforward neural networks. This paper shows how the proposed method is promising in harmonics prediction. In order to demonstrate the effectiveness, the proposed method is applied to voltage harmonics observed through a personal computer based measurement system and the performance is compared with the ten conventional methods.
引用
收藏
页码：402 / 409
页数：8
相关论文
共 50 条
  • [11] POWER-SERIES AND NEURAL-NET COMPUTING
    KALVERAM, KT
    NEUROCOMPUTING, 1993, 5 (4-5) : 165 - 174
  • [12] A METHOD FOR REDUCING THE LEVEL OF HIGHER HARMONICS IN AN AUTONOMOUS POWER-SYSTEM
    SHIROKOV, NG
    KUTUZOV, SI
    ELECTRICAL TECHNOLOGY, 1994, (04): : 9 - 15
  • [13] A MODULAR ARTIFICIAL NEURAL-NET FOR CONTROLLING A 6-LEGGED WALKING SYSTEM
    CRUSE, H
    BARTLING, C
    CYMBALYUK, G
    DEAN, J
    DREIFERT, M
    BIOLOGICAL CYBERNETICS, 1995, 72 (05) : 421 - 430
  • [14] PROBABILISTIC MODELING OF POWER-SYSTEM HARMONICS
    BAGHZOUZ, Y
    TAN, OT
    IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS, 1987, 23 (01) : 173 - 180
  • [15] POWER-SYSTEM HARMONICS ESTIMATION AND MONITORING
    BEIDES, HM
    HEYDT, GT
    ELECTRIC MACHINES AND POWER SYSTEMS, 1992, 20 (02): : 93 - 102
  • [16] A NEURAL-NET APPROACH TO ECONOMIC-POWER DISPATCH
    CHEN, JL
    TSAI, R
    LIANG, SS
    COMPUTERS IN INDUSTRY, 1993, 21 (02) : 131 - 138
  • [17] A neural-net based controller supplementing a multiloop PID control system
    Tokuda, M
    Yamamoto, T
    IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES, 2002, E85A (01): : 256 - 261
  • [18] A design of nonlinear PID controllers with a neural-net based system estimator
    Ohnishi, Y
    Yamamoto, T
    IECON'03: THE 29TH ANNUAL CONFERENCE OF THE IEEE INDUSTRIAL ELECTRONICS SOCIETY, VOLS 1 - 3, PROCEEDINGS, 2003, : 1938 - 1943
  • [19] TUNING OF POWER-SYSTEM STABILIZERS USING AN ARTIFICIAL NEURAL NETWORK
    HSU, YY
    CHEN, CR
    IEEE TRANSACTIONS ON ENERGY CONVERSION, 1991, 6 (04) : 612 - 619
  • [20] ARTIFICIAL NEURAL NETWORKS FOR POWER-SYSTEM STATIC SECURITY ASSESSMENT
    AGGOUNE, ME
    ATLAS, LE
    COHN, DA
    DAMBORG, MJ
    ELSHARKAWI, MA
    MARKS, RJ
    1989 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS, VOLS 1-3, 1989, : 490 - 494
12345