A power quality perspective to system operational diagnosis using fuzzy logic and adaptive techniques

被引:12
|
作者
Ibrahim, WRA [1 ]
Morcos, MM [1 ]
机构
[1] Kansas State Univ, Dept Elect & Comp Engn, Manhattan, KS 66506 USA
关键词
adaptive fuzzy techniques; artificial intelligence; fuzzy logic; power quality; system diagnosis;
D O I
10.1109/TPWRD.2003.813885
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 the concepts and application details of a new adaptive neuro-fuzzy intelligent tool for power quality analysis and diagnosis. The various conceptual details are stated and the application of such concepts to two test systems is illustrated. The work introduces a novel approach to power quality from a single system's perspective. For a given system, classification of normal from abnormal operation, as well as full abnormality diagnosis are performed. Adaptive fuzzy-based self-learning techniques are a key ingredient of the new approach. The validation of the new technique is accomplished by diagnosing the operational conditions of a three-phase induction motor and a three-phase rectifier bridge. The work paves the way toward an ultimate objective of developing an intelligent power quality diagnosis tool capable of predicting abnormal operation of individual power systems.
引用
收藏
页码:903 / 909
页数:7
相关论文
共 50 条
  • [11] Energy Management System and Enhancement of Power Quality with Grid Integrated Micro-grid using Adaptive Fuzzy Logic Controller
    HimaBindu, E.
    Naik, M. Gopichand
    INTERNATIONAL JOURNAL OF RENEWABLE ENERGY RESEARCH, 2023, 13 (01): : 144 - 154
  • [12] A Novel Power Quality Event Classification using Slantlet Transform and Fuzzy Logic
    Meher, Saroj K.
    2008 JOINT INTERNATIONAL CONFERENCE ON POWER SYSTEM TECHNOLOGY (POWERCON) AND IEEE POWER INDIA CONFERENCE, VOLS 1 AND 2, 2008, : 662 - 665
  • [13] Image Enhancement and Image Quality Analysis using Fuzzy Logic Techniques
    Saenko, Alexey
    Polte, Galina
    Musalimov, Victor
    2012 9TH INTERNATIONAL CONFERENCE ON COMMUNICATIONS (COMM), 2012, : 95 - 98
  • [14] Using Fuzzy Logic for Diagnosis of Technical Condition of Power Circuit Breakers
    Andrusca, Mihai
    Adam, Maricel
    Baraboi, Adrian
    Dragomir, Alin
    Munteanu, Adrian
    2014 INTERNATIONAL CONFERENCE AND EXPOSITION ON ELECTRICAL AND POWER ENGINEERING (EPE), 2014, : 268 - 273
  • [15] Fault identification in a radial power system using fuzzy logic
    Erenturk, K
    Altas, IH
    INSTRUMENTATION SCIENCE & TECHNOLOGY, 2004, 32 (06) : 641 - 653
  • [16] Estimating the Impact of Domestic Consumers on Power Quality Using Fuzzy Logic
    Miron, Anca
    Cziker, Andrei C.
    Chindris, Mircea D.
    2017 7TH INTERNATIONAL CONFERENCE ON MODERN POWER SYSTEMS (MPS), 2017,
  • [17] Cocoa bean quality assessment by using hyperspectral images and fuzzy logic techniques
    Soto, Juan
    Granda, Guillermo
    Prieto, Flavio
    Ipanaque, William
    Machacuay, Jorge
    TWELFTH INTERNATIONAL CONFERENCE ON QUALITY CONTROL BY ARTIFICIAL VISION, 2015, 9534
  • [18] Fuzzy logic in power system performability
    Dumitrescu, M
    Munteanu, T
    Ulmeanu, AP
    2004 2ND INTERNATIONAL IEEE CONFERENCE INTELLIGENT SYSTEMS, VOLS 1 AND 2, PROCEEDINGS, 2004, : 326 - 330
  • [19] An operational indicator for network mobility using fuzzy logic
    EL-Rashidy, Rawia Ahmed Hassan
    Grant-Muller, Susan M.
    EXPERT SYSTEMS WITH APPLICATIONS, 2015, 42 (09) : 4582 - 4594
  • [20] Wavelet-Based Power Quality Disturbances Detection and Classification Using RBFNN and Fuzzy Logic
    P. Kanirajan
    V. Suresh Kumar
    International Journal of Fuzzy Systems, 2015, 17 : 623 - 634