Fuzzy-neuro approach to fault classification for transmission line protection

被引:106
|
作者
Wang, HS [1 ]
Keerthipala, WWL [1 ]
机构
[1] Nanyang Technol Univ, Singapore, Singapore
关键词
D O I
10.1109/61.714467
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 approach to real-time fault detection and classification in power transmission systems by using fuzzy-neuro techniques. The integration with neural network technology enhances fuzzy logic systems on learning capabilities. The symmetrical components in combination with three line currents are utilized to detect fault types such as single line-to ground, line-to-line, double line-to-ground and three line-to-ground, and then to define the faulty Line. Computer simulation results are shown in this paper and they indicate this approach can be used as an effective tool for high speed digital relaying, as the correct detection is achieved in less than 10ms.
引用
收藏
页码:1093 / 1104
页数:12
相关论文
共 50 条
  • [41] Fuzzy modelling & fuzzy-neuro motion control of an autonomous underwater robot
    Akkizidis, IS
    Roberts, GN
    1998 5TH INTERNATIONAL WORKSHOP ON ADVANCED MOTION CONTROL - PROCEEDINGS: AMC '98 - COIMBRA, 1998, : 641 - 646
  • [42] Fuzzy-neuro position/force control for robotic manipulators with uncertainties
    Hong-Rui Wang
    Li Yang
    Li-Xin Wei
    Soft Computing, 2007, 11 : 311 - 315
  • [43] A novel approach to neuro-fuzzy classification
    Ghosh, Ashish
    Shankar, B. Uma
    Meher, Saroj K.
    NEURAL NETWORKS, 2009, 22 (01) : 100 - 109
  • [44] Coordinating fuzzy ART neural networks to improve transmission line fault detection and classification
    Zhang, N
    Kezunovic, M
    2005 IEEE POWER ENGINEERING SOCIETY GENERAL MEETING, VOLS, 1-3, 2005, : 734 - 740
  • [45] Development of a fuzzy-neuro system for parameter resetting of injection molding
    He, W
    Zhang, YF
    Lee, KS
    Liu, TI
    JOURNAL OF MANUFACTURING SCIENCE AND ENGINEERING-TRANSACTIONS OF THE ASME, 2001, 123 (01): : 110 - 118
  • [46] Fuzzy-neuro web-based multilingual knowledge management
    Chau, Rowena
    Yeh, Chung-Hsing
    Smith-Miles, Kate
    FUZZY SYSTEMS AND KNOWLEDGE DISCOVERY, PROCEEDINGS, 2006, 4223 : 1229 - 1238
  • [47] Design of Bang-bang Controller Based on a Fuzzy-Neuro Approach: Application to a Heating System
    Grantham K. H. Pang
    Samy A. Mesbah
    Journal of Intelligent and Robotic Systems, 1998, 22 : 51 - 85
  • [48] FUZZY-NEURO CONTROL USING ASSOCIATIVE MEMORIES, AND ITS APPLICATIONS
    USHIDA, H
    YAMAGUCHI, T
    GOTO, K
    TAKAGI, T
    CONTROL ENGINEERING PRACTICE, 1994, 2 (01) : 129 - 145
  • [49] A new approach for fault classification and section detection in compensated transmission line with TCSC
    Moravej, Zahra
    Pazoki, Mohammad
    Abdoos, Ali Akbar
    EUROPEAN TRANSACTIONS ON ELECTRICAL POWER, 2011, 21 (01): : 997 - 1014
  • [50] Study on Practical Application of Turboprop Engine Condition Monitoring and Fault Diagnostic System Using Fuzzy-Neuro Algorithms
    Kong, Changduk
    Lim, Semyeong
    Kim, Keunwoo
    INTERNATIONAL JOURNAL OF TURBO & JET-ENGINES, 2013, 30 (01) : 1 - 13