메뉴 건너뛰기




Volumn 30, Issue 22, 2010, Pages 64-70

Neural network ensemble method and its application in DGA fault diagnosis of power transformer on the basis of active diverse learning

Author keywords

Dissolved gas analysis (DGA); Diversity; Fault diagnosis; Neural network ensemble; Power transformer

Indexed keywords

CLASSIFIERS; DISSOLUTION; GAS CHROMATOGRAPHY; LEARNING ALGORITHMS; POWER TRANSFORMERS; TRANSFORMER SUBSTATIONS;

EID: 77955785597     PISSN: 02588013     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article
Times cited : (17)

References (19)
  • 1
    • 78651528775 scopus 로고    scopus 로고
    • Oil-immersed power transformers condition diagnosis with limited dissolved gas analysis (DGA) data
    • Universities Power Engineering Conference, Sydney
    • Febriyanto A, Saba T. Oil-immersed power transformers condition diagnosis with limited dissolved gas analysis (DGA) data[C]. Universities Power Engineering Conference, Sydney, 2008.
    • (2008)
    • Febriyanto, A.1    Saba, T.2
  • 2
    • 34147100661 scopus 로고    scopus 로고
    • Artificial immune network classification algorithm for fault diagnosis of power transformer
    • Xiong H, Sun C. Artificial immune network classification algorithm for fault diagnosis of power transformer[J]. IEEE Trans. on Power Delivery, 2007, 22(2): 930-935.
    • (2007) IEEE Trans. on Power Delivery , vol.22 , Issue.2 , pp. 930-935
    • Xiong, H.1    Sun, C.2
  • 3
    • 62949162780 scopus 로고    scopus 로고
    • A novel web based expert system architecture for on-line and off-line fault diagnosis and control (FDC) of power system equipment
    • New Delhi
    • Jain M, Srinivas M, Jain A. A novel web based expert system architecture for on-line and off-line fault diagnosis and control (FDC) of power system equipment[C]. Power System Technology and IEEE Power India Conference, New Delhi, 2008.
    • (2008) Power System Technology and IEEE Power India Conference
    • Jain, M.1    Srinivas, M.2    Jain, A.3
  • 4
    • 33645750935 scopus 로고    scopus 로고
    • A hybrid tool for detection of incipient faults in transformers based on the dissolved gas analysis of insulating oil
    • Morais D, Rolim J. A hybrid tool for detection of incipient faults in transformers based on the dissolved gas analysis of insulating oil[J]. IEEE Trans. on Power Delivery, 2006, 21(2): 673-680.
    • (2006) IEEE Trans. on Power Delivery , vol.21 , Issue.2 , pp. 673-680
    • Morais, D.1    Rolim, J.2
  • 6
    • 41649112816 scopus 로고    scopus 로고
    • Fault diagnosis method of power transformers based on wavelet networks and dissolved gas analysis
    • in Chinese
    • Chen Weigen, Pan Chong, Wang Youyuan, et al. Fault diagnosis method of power transformers based on wavelet networks and dissolved gas analysis[J]. Proceedings of the CSEE, 2008, 28(7): 121-126(in Chinese).
    • (2008) Proceedings of the CSEE , vol.28 , Issue.7 , pp. 121-126
    • Chen, W.1    Pan, C.2    Wang, Y.3
  • 7
    • 41649115889 scopus 로고    scopus 로고
    • Application of fuzzy rough set theory to power transformer faults diagnosis
    • in Chinese
    • Xiong Hao, Li Weiguo, Chang Guanghui, et al. Application of fuzzy rough set theory to power transformer faults diagnosis[J]. Proceedings of the CSEE, 2008, 28(7): 141-147(in Chinese).
    • (2008) Proceedings of the CSEE , vol.28 , Issue.7 , pp. 141-147
    • Xiong, H.1    Li, W.2    Chang, G.3
  • 8
    • 35148865370 scopus 로고    scopus 로고
    • Rough set and fuzzy wavelet neural network integrated with least square weighted fusion algorithm based fault diagnosis research for power transformers
    • Dong L, Xiao D, Liang Y, et al. Rough set and fuzzy wavelet neural network integrated with least square weighted fusion algorithm based fault diagnosis research for power transformers[J]. Electric Power Systems Research, 2008, 78(1): 129-136.
    • (2008) Electric Power Systems Research , vol.78 , Issue.1 , pp. 129-136
    • Dong, L.1    Xiao, D.2    Liang, Y.3
  • 9
    • 45949085978 scopus 로고    scopus 로고
    • Fault prediction of power transformer by combination of rough sets and grey theory
    • in Chinese
    • Fei Shengwei, Sun Yu. Fault prediction of power transformer by combination of rough sets and grey theory[J]. Proceedings of the CSEE, 2008, 28(16): 154-160(in Chinese).
    • (2008) Proceedings of the CSEE , vol.28 , Issue.16 , pp. 154-160
    • Fei, S.1    Sun, Y.2
  • 10
    • 33745154127 scopus 로고    scopus 로고
    • Synthetic fault diagnosis method of power transformer based on rough set theory and Bayesian network
    • in Chinese
    • Wang Yongqiang, Lü Fangcheng, Li Heming. Synthetic fault diagnosis method of power transformer based on rough set theory and Bayesian network[J]. Proceedings of the CSEE, 2006, 26(8): 137-141(in Chinese).
    • (2006) Proceedings of the CSEE , vol.26 , Issue.8 , pp. 137-141
    • Wang, Y.1    Lü, F.2    Li, H.3
  • 11
    • 0142261066 scopus 로고    scopus 로고
    • Fault diagnosis model for power transformer based on support vector machine and dissolved gas analysis
    • in Chinese
    • Dong Ming, Meng Yuanyuan, Xu Changxiang, et al. Fault diagnosis model for power transformer based on support vector machine and dissolved gas analysis[J]. Proceedings of the CSEE, 2003, 23(7): 162-166(in Chinese).
    • (2003) Proceedings of the CSEE , vol.23 , Issue.7 , pp. 162-166
    • Dong, M.1    Meng, Y.2    Xu, C.3
  • 14
    • 45549087646 scopus 로고    scopus 로고
    • A lazy bagging approach to classification
    • Zhu X, Yang Y. A lazy bagging approach to classification[J]. Pattern Recognition, 2008, 41(10): 2980-2992.
    • (2008) Pattern Recognition , vol.41 , Issue.10 , pp. 2980-2992
    • Zhu, X.1    Yang, Y.2
  • 15
    • 42649132098 scopus 로고    scopus 로고
    • The value of agreement a new boosting algorithm
    • Boaz L, Leen T. The value of agreement a new boosting algorithm[J]. Journal of Computer and System Sciences, 2008, 74(4): 557-586.
    • (2008) Journal of Computer and System Sciences , vol.74 , Issue.4 , pp. 557-586
    • Boaz, L.1    Leen, T.2
  • 17
    • 77955834221 scopus 로고    scopus 로고
    • Studies on on-line supervision system of dissolved gas in transformer and the fault diagnosis methods based on dissolved gas analysis
    • Changsha: Hunan University, in Chinese
    • Huang Wei. Studies on on-line supervision system of dissolved gas in transformer and the fault diagnosis methods based on dissolved gas analysis[D]. Changsha: Hunan University, 2005(in Chinese).
    • (2005)
    • Huang, W.1
  • 18
    • 0037403516 scopus 로고    scopus 로고
    • Measures of diversity in classifier ensembles and their relationship with ensemble accuracy
    • Kuncheva L, Whitaker C. Measures of diversity in classifier ensembles and their relationship with ensemble accuracy[J]. Machine Learning, 2003, 51(2): 181-207.
    • (2003) Machine Learning , vol.51 , Issue.2 , pp. 181-207
    • Kuncheva, L.1    Whitaker, C.2
  • 19
    • 77951889884 scopus 로고    scopus 로고
    • Diversity in ensemble feature selection
    • Ireland: College Dublin
    • Alexey T, Mykola P, Pádraig C. Diversity in ensemble feature selection[R]. Ireland: College Dublin, 2003.
    • (2003)
    • Alexey, T.1    Mykola, P.2    Pádraig, C.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.