지원사업
학술연구/단체지원/교육 등 연구자 활동을 지속하도록 DBpia가 지원하고 있어요.
커뮤니티
연구자들이 자신의 연구와 전문성을 널리 알리고, 새로운 협력의 기회를 만들 수 있는 네트워킹 공간이에요.
논문 기본 정보
- 자료유형
- 학술저널
- 저자정보
- 저널정보
- 대한전기학회 Journal of Electrical Engineering & Technology Journal of Electrical Engineering & Technology Vol.11 No.1
- 발행연도
- 2016.1
- 수록면
- 192 - 199 (8page)
이용수
초록· 키워드
오류제보하기
With changes in insulated defects, the environment, and so on, new partial discharge (PD) data are highly different from the original samples. It leads to a decrease in on-line recognition rate. The UHF signal and pulse current signal of four kinds of typical artificial defect models in gas insulated switchgear (GIS) are obtained simultaneously by experiment. The relationship map of ultrahigh frequency (UHF) cumulative energy and its corresponding apparent discharge of four kinds of typical artificial defect models are plotted. UHF cumulative energy and its corresponding apparent discharge are used as inputs. The support vector machine (SVM) incremental method is constructed. Examples show that the PD SVM incremental method based on simulated annealing (SA) effectively speeds up the data update rate and improves the adaptability of the classifier compared with the original method, in that the total sample is constituted by the old and new data. The PD SVM incremental method is a better pattern recognition technology for PD on-line monitoring.
목차
Abstract
1. Introduction
2. PD Experiment
3. Characteristic Quantities
4. Support Vector Machine
5. PD SVM Incremental Recognition Method
6. Instance Simulation
5. Conclusion
References
참고문헌 (20)
참고문헌 신청
Kranz, H. -G., “Fundamentals in computer aided PD processing, PD pattern recognition and automated diagnosis in GIS”, IEEE Transactions on Dielectrics and Electrical Insulation, Vol. 7, pp. 12-20, 2002.
Jian Li, Caixin Sun, “Partial Discharge Image Recognition Using a New Group of Features”, IEEE Transactions on Dielectrics and Electrical Insulation, Vol. 13, No. 6, pp. 1245-1253, 2006.
Xiaoxing Zhang, Jiangbo Ren, Ju Tan, Caixin Sun, “Kernel Statistical Uncorrelated Optimum Discriminant Vectors Algorithm for GIS PD Recognition”, IEEE Transactions on Dielectrics and Electrical Insulation, Vol. 16, No. 1, pp. 206-213, 2009
M. M. A. Salama, R. Bartnikas, “Determination of Neural-Network Topology for Partial Discharge Pulse Pattern Recognition”, IEEE Transactions on Networks, Vol. 13, No. 2, pp. 446-456, 2002.
N. C. Sahoo, M. M. A. Salama, “Trends in Partial Discharge Pattern Classification: A Survey”, IEEE Transactions on Dielectrics and Electrical Insulation, Vol. 12, No. 2, pp. 248-264, 2005.
Jian Li, Caixin Sun, “Partial Discharge Image Recognition Using a New Group of Features”, IEEE Transactions on Dielectrics and Electrical Insulation, Vol. 13, No. 6, pp. 1245-1253, 2006.
Xiaoxing Zhang, Jiangbo Ren, Ju Tan, Caixin Sun, “Kernel Statistical Uncorrelated Optimum Discriminant Vectors Algorithm for GIS PD Recognition”, IEEE Transactions on Dielectrics and Electrical Insulation, Vol. 16, No. 1, pp. 206-213, 2009
M. M. A. Salama, R. Bartnikas, “Determination of Neural-Network Topology for Partial Discharge Pulse Pattern Recognition”, IEEE Transactions on Networks, Vol. 13, No. 2, pp. 446-456, 2002.
N. C. Sahoo, M. M. A. Salama, “Trends in Partial Discharge Pattern Classification: A Survey”, IEEE Transactions on Dielectrics and Electrical Insulation, Vol. 12, No. 2, pp. 248-264, 2005.
함께 읽어보면 좋을 논문
논문 유사도에 따라 DBpia 가 추천하는 논문입니다. 함께 보면 좋을 연관 논문을 확인해보세요!
-
Identification of Partial Discharge Defects for Eco-Friendly Gas Insulated Switchgears
INTERNATIONAL CONFERENCE ON FUTURE INFORMATION & COMMUNICATION ENGINEERING
2023 .01
-
Identification of Partial Discharge Defects based on Back-Propagation Algorithm in Eco-friendly Insulation Gas
Journal of information and communication convergence engineering
2023 .09
-
Features Extraction and Mechanism Analysis of Partial Discharge Development under Protrusion Defect
Journal of Electrical Engineering & Technology
2015 .01
-
변압기 부분방전 진단 성능 향상을 위한 UHF 센서 최적설계방안 연구
전기학회논문지
2019 .11
-
Identification of Partial Discharge Defect Detection in Cast-Resin Power Transformers Using Back-Propagation Algorithm
Journal of information and communication convergence engineering
2024 .09
-
PD Diagnosis Method based on Non-phase Synchronized Patterns
한국철도학회 학술발표대회논문집
2017 .05
-
Numerical Study of Estimating the Arrival Time of UHF Signals for Partial Discharge Localization in a Power Transformer
Journal of Electromagnetic Engineering And Science
2018 .04
-
UHF-Printed Monopole Filtenna for Partial Discharge Detection with LTE Signal Suppression
Journal of Electromagnetic Engineering And Science
2023 .03
-
PD에게 5G란 무엇인가?
방송과 미디어
2019 .07
-
극초단파 부분방전 검출장치를 통한 가스절연개폐장치 유지보수 연구
공학기술논문지
2016 .09
-
전력용 변압기 UHF PD 센서 설치 위치 최적화 연구
대한전기학회 학술대회 논문집
2019 .07
-
GIS 진단시스템의 평가를 위한 PD 모의 펄스발생기 개발에 관한 연구
한국안전학회지
2018 .01
-
지능형 5G 빔 검출의 실시간 처리를 위한 Incremental SVM 기법
한국통신학회 학술대회논문집
2025 .02
-
합성곱 신경망 기반의 위상 불변에 강건한 GIS PD 고장 진단 모델 개발
대한기계학회 춘추학술대회
2018 .12
-
초고압 전력기기의 부분방전 인공지능 인식 알고리즘 적용 연구
조명·전기설비학회논문지
2019 .04
-
Neural Network과 Support Vector Machine을 이용한 PD 패턴 인식 비교
대한전기학회 학술대회 논문집
2019 .10
-
The Experimental Analysis on the Bandwidth of Partial Discharges of XLPE Power Cable
INTERNATIONAL CONFERENCE ON FUTURE INFORMATION & COMMUNICATION ENGINEERING
2021 .02
-
Application of Joint Electro-Chemical Detection for Gas Insulated Switchgear Fault Diagnosis
Journal of Electrical Engineering & Technology
2015 .07
-
이종 비유전율에서 TDR을 이용한 PD발생 위치 추적방법
전기학회논문지
2015 .09
-
UHF 측정법을 이용한 배전반 부분방전 패턴 연구
대한전기학회 학술대회 논문집
2015 .11
이 논문의 저자 정보
이 논문과 함께 이용한 논문
최근 본 자료
댓글(0)
0
UCI(KEPA) : I410-ECN-0101-2016-560-002304125