CHEN Zhonghua, HUANG Shuai, HU Qian, et al. Assessment Method of Contact Condition of GIS Disconnector Based on Weighted Naive Bayes[J]. High Voltage Apparatus, 2025, 61(12): 50-57.
DOI:
CHEN Zhonghua, HUANG Shuai, HU Qian, et al. Assessment Method of Contact Condition of GIS Disconnector Based on Weighted Naive Bayes[J]. High Voltage Apparatus, 2025, 61(12): 50-57. DOI: 10.13296/j.1001-1609.hva.2025.12.007.
Assessment Method of Contact Condition of GIS Disconnector Based on Weighted Naive Bayes
For improving the reliability of contact condition assessment of GIS disconnector,in this paper a contact condition assessment method of disconnector based on weighted naive Bayes algorithm with consideration of its operation condition and environmental information is proposed. The ambient temperature,wind speed,sunlight intensity,current of conductive rod and temperature of enclosure are taken as the input characteristics of the state assessment model,the electromagnetic-thermal-flow multi physical field coupling model of GIS disconnector is setup,and the relationship between the characteristics is simulated and analyzed. In order to reduce the influence of feature correlation on the assessment results,a contact condition assessment model of GIS disconnector based on weighted naive Bayes is set up,and the particle swarm optimization algorithm is used to solve the optimal weight of features in the evaluation model. The assessment model is tested,and the effectiveness and correctness of the method propoed in this paper are proved by the result.
HOU Guobin , FU Mingli , DENG Xiaofeng , et al . Multi-physics coupling simulation and experiment of temperature rise in GIS and heat flux distribution characteristics [J ] . High Voltage Engineering , 2019 , 45 ( 7 ): 2322 - 2328 .
HUANG Mengdan , XIAO Chun , YANG Zhining , et al . Research progress of GIS equipment heating [J ] . High Voltage Apparatus , 2020 , 56 ( 12 ): 24 - 33 .
JI Hongxin , LI Chengrong , MA Guoming , et al . Characteristic analysis of gas insulated switchgear suspension defect under impulse voltage [J ] . Transactions of China Electrotechnical Society , 2017 , 32 ( 6 ): 256 - 264 .
SUN Qingfeng , TU Yewei , FU Jun , et al . Fracture analysis of fastening bolt of closing resistance for 1 100 kV GIS circuit breaker [J ] . Zhejiang Electric Power , 2023 , 42 ( 8 ): 68 - 74 .
FENG Junzong , SUN Lixiong , CHEN Weiwei , et al . Vibration characteristics of GIS isolating switch under different operating conditions [J ] . High Voltage Engineering , 2021 , 47 ( 12 ): 4314 - 4322 .
YU Li , CAO Shuangpeng , JING Lantao , et al . Simulation study on mechanical fault of disconnector in 550 kV GIS [J ] . High Voltage Apparatus , 2021 , 57 ( 10 ): 127 - 133 .
ZENG Xiaosong , LUO Jing , YAO Qiang , et al . Temperature monitoring on disconnector contact of 500 kV GIS and optimal placement of temperature sensors on enclosure [J ] . High Voltage Apparatus , 2021 , 57 ( 10 ): 111 - 119 .
LI Wei , XIE Wengang , GONG Ruilei , et al . Simulation and research on temperature field of 800 kV GIS disconnector based on thermoelectric coupling method [J ] . High Voltage Apparatus , 2020 , 56 ( 7 ): 44 - 49 .
DAI Weiwei , GAO Kai , MA Li , et al . Condition assessment of abnormal temperature rise of GIS based on multi-physics coupling [J ] . Mechanical & Electrical Engineering Magazine , 2018 , 35 ( 6 ): 623 - 626 .
SU Xuhui , LONG Wei , REN Chengjun , et al . Study on temperature rise characteristics of GIS disconnector under different contact conditions [J ] . High Voltage Apparatus , 2020 , 56 ( 6 ): 121 - 128 .
ZHOU Tian , LI Zipin , SHEN Quanyu , et al . The numerical analysis on temperature rise multiphysics coupling of GIS disconnector contacts [J ] . Electric Power , 2018 , 51 ( 2 ): 13 - 20 .
WU Ji , WANG Zengbin , LYU Hong , et al . Calculation of GIS temperature rise considering effect of gas flow and experimental study [J ] . High Voltage Engineering , 2020 , 46 ( 3 ): 815 - 823 .
FANG Zhihao , LI Zhengquan , ZHANG Mingwei . Research on water quality data classification basedon weighted naive Bayes [J ] . Chinese Journal on Internet of Things , 2022 , 6 ( 1 ): 113 - 122 .
XIAO Zheng . Three common classification algorithms and their comparative analysis [J ] . Journal of Chongqing University of Science and Technology(Natural Sciences Edition) , 2020 , 22 ( 5 ): 101 - 106 .
LIU Wei , HAN Yanhua , WANG Jing , et al . Transformer winding deformation classification method based on particle swarm algorithm optimizing support vector machine [J ] . High Voltage Apparatus , 2020 , 56 ( 3 ): 72 - 78 .
YANG Zhen , REN Lingling , WANG Kai , et al . Multiphysics-field coupling analysis of GIS bus bar temperature rise based on mixed insulating gas [J ] . High Voltage Apparatus , 2021 , 57 ( 1 ): 48 - 54 .
CHEN Qiang , LI Qingmin , CONG Haoxi , et al . Numerical calculation and correlative factors analysis on temperature distribution of GIS bus bar based on coupled multi - physics methodology combined with multiple boundary conditions [J ] . Transactions of China Electrotechnical Society , 2016 , 31 ( 17 ): 187 - 195 .
WU Xixiu , CHENG Shimin , ZHOU Fan , et al . Influence of temperature rise due to rated-current flowing through busbar on the internal insulation characteristics of GIS:A simulation study [J ] . High Voltage Apparatus , 2020 , 56 ( 2 ): 7 - 14 .