Expert system for classification and analysis of power system events

被引:173
作者
Styvaktakis, E [1 ]
Bollen, MHJ
Gu, IYH
机构
[1] Chalmers Univ Technol, Dept Signals & Syst, S-41296 Gothenburg, Sweden
[2] Chalmers Univ Technol, Dept Elect Power Engn, S-41296 Gothenburg, Sweden
关键词
expert systems; Kalman filtering; power quality; power system monitoring; voltage dips (sags);
D O I
10.1109/61.997911
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 an expert system that is able to classify different types of power system events to the underlying causes (i.e., events) and offer useful information in terms of power quality. The expert system uses the voltage waveforms and distinguishes the different types of voltage dips (fault-induced, transformer saturation, induction motor starting) as well as interruptions (nonfault, fault-induced). A method for event-based classification is used, where a segmentation algorithm is first applied to divide waveforms into several possible events. The expert system is tested using real measurements and the results show that the system enables fast and accurate analysis of data from power quality monitors.
引用
收藏
页码:423 / 428
页数:6
相关论文
共 10 条
[1]  
BOLLEN MHJ, 2000, P 9 INT IEEE C HARM, V1, P81
[2]   Switching and fault caused transients in electric power systems [J].
Chapman, MA ;
Martinez, A ;
Sabir, E ;
Xing, K ;
Wang, Z ;
Liu, Y .
IEEE POWER ENGINEERING SOCIETY - 1999 WINTER MEETING, VOLS 1 AND 2, 1999, :1015-1021
[3]   Classification of power system disturbances using a fuzzy expert system and a Fourier Linear Combiner [J].
Dash, PK ;
Mishra, S ;
Salama, MMA ;
Liew, AC .
IEEE TRANSACTIONS ON POWER DELIVERY, 2000, 15 (02) :472-477
[4]  
Greenwood A., 1991, ELECT TRANSIENTS POW
[5]   Power quality issues - a distribution company perspective [J].
Hunter, I .
POWER ENGINEERING JOURNAL, 2001, 15 (02) :75-80
[6]   Comparative analysis of expulsion and current-limiting fuse operation in distribution systems for improved power quality and protection [J].
Kojovic, LA ;
Hassler, SP ;
Leix, KL ;
Williams, CW ;
Baker, EE .
IEEE TRANSACTIONS ON POWER DELIVERY, 1998, 13 (03) :863-869
[7]   A scalable PQ event identification system [J].
Santoso, S ;
Lamoree, J ;
Grady, WM ;
Powers, EJ ;
Bhatt, SC .
IEEE TRANSACTIONS ON POWER DELIVERY, 2000, 15 (02) :738-743
[8]  
Styvaktakis E, 2000, INT C HARMON QUAL PO, P745, DOI 10.1109/ICHQP.2000.897771
[9]  
STYVAKTAKIS E, 2001, P IEEE POW ENG SOC S
[10]   TRANSFORMER SATURATION EFFECTS ON EHV SYSTEM OVERVOLTAGES [J].
SYBILLE, G ;
GAVRILOVIC, MM ;
BELANGER, J ;
DO, VQ .
IEEE TRANSACTIONS ON POWER APPARATUS AND SYSTEMS, 1985, 104 (03) :671-680