Application of Neural Networks in identification of various type of partial discharges in gas insulated substation

被引:0
|
作者
Kishore, KK [1 ]
Adikesavulu, AK [1 ]
Singh, BP [1 ]
Eswaran, K [1 ]
机构
[1] BHEL Corp R&D, Hyderabad, Andhra Pradesh, India
关键词
D O I
10.1117/12.380595
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Gas Insulated substations (GIS) upto 500kV class have been widely accepted over conventional air insulated substation due to several advantages. However, the presence of floating metal particles and protrusions within the GIS at various locations could seriously affect the performance. The paper describes the method of detection of partial discharges for various type of discharging sources e.g. floating particles, protrusions on high voltage conductor and particles sticking on the surface of insulator. In order to identify the discharge source, a Neural Network programme is developed to classify each of the above source on the basis of its characteristic pattern.
引用
收藏
页码:411 / 416
页数:6
相关论文
共 50 条
  • [11] Optical detection of partial discharges in gas-insulated systems
    Kaufhold, M
    Bamji, SS
    Bulinski, AT
    IEEE 1996 ANNUAL REPORT - CONFERENCE ON ELECTRICAL INSULATION AND DIELECTRIC PHENOMENA, VOLS I & II, 1996, : 618 - 623
  • [12] Gas Insulated Switchgear Partial Discharge Type Identification Based on Frequency Division Features and Improved Long Short-Term Memory Neural Networks
    Li, Tianhui
    Wang, Xiangdong
    Zeng, Siming
    Gu, Chaomin
    Dong, Chi
    Zhen, Li
    Zhang, Da
    Liu, Hongliang
    JOURNAL OF NANOELECTRONICS AND OPTOELECTRONICS, 2024, 19 (02) : 169 - 177
  • [13] Identification of partial discharges sources using a combination of linear prediction and neural networks
    Medjeldi, T
    Nemamcha, M
    Gosse, JP
    PROCEEDINGS OF THE 1998 IEEE INTERNATIONAL CONFERENCE ON CONDUCTION AND BREAKDOWN IN SOLID DIELECTRICS - ICSD '98, 1998, : 165 - 167
  • [14] Enhanced Bowtie UHF Antenna for Detecting Partial Discharge in Gas Insulated Substation
    Muslim, Joko
    Susilo, Achmad
    Nishigouchi, Kiichi
    Kozako, M.
    Hikita, Masayuki
    Arief, Yanuar Z.
    Khayam, Umar
    Suwarno
    2013 48TH INTERNATIONAL UNIVERSITIES' POWER ENGINEERING CONFERENCE (UPEC), 2013,
  • [15] Long Bowtie Antenna for Partial Discharge Sensor in Gas-Insulated Substation
    Andre, Hanalde
    Emeraldi, Primas
    Hazmi, Ariadi
    Waldi, Eka Putra
    Khayam, Umar
    2017 INTERNATIONAL CONFERENCE ON HIGH VOLTAGE ENGINEERING AND POWER SYSTEMS (ICHVEPS), 2017, : 175 - 178
  • [16] COUPLING DEVICES FOR THE DETECTION OF PARTIAL DISCHARGES IN GAS-INSULATED SWITCHGEAR
    BOGGS, SA
    FORD, GL
    MADGE, RC
    IEEE TRANSACTIONS ON POWER APPARATUS AND SYSTEMS, 1981, 100 (08): : 3969 - 3973
  • [17] Experiences in Nonconventional Partial Discharge Measurement for Gas-Insulated Substation in Thailand
    Nganpitak, Tritod
    Kunakorn, Anantawat
    Klienhom, Sitthisak
    Likhitsupin, Suwapich
    Jariyawichai, Parinya
    Pattanadech, Norasage
    PROCEEDINGS OF THE 21ST INTERNATIONAL SYMPOSIUM ON HIGH VOLTAGE ENGINEERING, VOL 2, 2020, 599 : 971 - 982
  • [18] DESIGN CONSIDERATIONS ON 3 PHASE ENCLOSURE TYPE GAS INSULATED SUBSTATION
    AZUMI, K
    KUWAHARA, H
    SAKON, I
    MARUTANI, T
    NIWA, H
    IEEE TRANSACTIONS ON POWER APPARATUS AND SYSTEMS, 1980, 99 (03): : 947 - 956
  • [19] NEURAL NETWORKS AS A TOOL FOR RECOGNITION OF PARTIAL DISCHARGES
    GULSKI, E
    KRIVDA, A
    IEEE TRANSACTIONS ON ELECTRICAL INSULATION, 1993, 28 (06): : 984 - 1001
  • [20] Application of SCNGO-VMD-SVM in Identification of Gas Insulated Switchgear Partial Discharge
    Sun, Wei
    Ma, Hongzhong
    Wang, Sihan
    IEEE ACCESS, 2024, 12 : 43838 - 43848