Application of Gustafson-Kessel clustering algorithm in the pattern recognition for GIS

被引：0

作者：

Wang, Hui ^{[1
]}

Huang, Chengjun ^{[1
]}

Yao, Linpeng ^{[1
]}

Qian, Yong ^{[1
]}

Jiang, Xiuchen ^{[1
]}

机构：

[1] Shanghai Jiao Tong Univ, Dept Elect Engn, Shanghai 200030, Peoples R China

来源：

PRZEGLAD ELEKTROTECHNICZNY | 2011年 / 87卷 / 01期

关键词：

gas insulated switchgear (GIS); partial discharge (PD); Gustafson-Kessel (G-K) method; pattern recognition; PARTIAL DISCHARGES; UHF;

D O I：

暂无

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 simulates four typical defects in GIS for PD detection, and uses the pulse, amplitude, phase and number of PD to form the three-dimensional PQN matrix. Based on the PQN, three two-dimensional distributions of Hqmax similar to Phi, Hqmean similar to Phi and Hn similar to Phi can be achieved. Then the new G-K clustering method is introduced to separate the four different defects according to the parameters of Sk, Ku, Pe, Q and CC. At last the comparison with different clustering methods is achieved based on the evaluation criterions which are PC, CE, PI and SI.

引用

页码：215 / 219

页数：5

共 16 条

[1]

Babuska R, 2002, PROCEEDINGS OF THE 2002 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, VOL 1 & 2, P1081, DOI 10.1109/FUZZ.2002.1006654

[2] Validity-guided (re)clustering with applications to image segmentation [J].

Bensaid, AM ;

Hall, LO ;

Bezdek, JC ;

Clarke, LP ;

Silbiger, ML ;

Arrington, JA ;

Murtagh, RF .

IEEE TRANSACTIONS ON FUZZY SYSTEMS, 1996, 4 (02) :112-123

[3]

Bezde J., 1981, PATTERN RECOGNITION

[4]

CAVALINI A, 1998, IEEE T DIELECT EL IN, V12, P203

[5] UHF and current pulse measurements of partial discharge activity in mineral oil [J].

Cleary, GP ;

Judd, MD .

IEE PROCEEDINGS-SCIENCE MEASUREMENT AND TECHNOLOGY, 2006, 153 (02) :47-54

[6] UNSUPERVISED OPTIMAL FUZZY CLUSTERING [J].

GATH, I ;

GEVA, AB .

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1989, 11 (07) :773-781

[7] DIGITAL ANALYSIS OF PARTIAL DISCHARGES [J].

GULSKI, E .

IEEE TRANSACTIONS ON DIELECTRICS AND ELECTRICAL INSULATION, 1995, 2 (05) :822-837

[8]

Gustafson D. E., 1979, Proceedings of the 1978 IEEE Conference on Decision and Control Including the 17th Symposium on Adaptive Processes, P761

[9] Comparison of sensitivity between UHF method and IEC 60270 for onsite calibration in various GIS [J].

Hoshino, Toshihiro ;

Koyama, Hiroshi ;

Maruyama, Shiro ;

Hanai, Masahiro .

IEEE TRANSACTIONS ON POWER DELIVERY, 2006, 21 (04) :1948-1953

[10]

JUDD M, 2008, INT C COND MON DIAGN, P89

← 1 2 →