Study on Condition Pre-warning Method of Power Transformer based on Load Time Series Model

被引:0
|
作者
Wang Hongbin [1 ]
Du Shuangyu [1 ]
Dai Jianzhuo [2 ]
Ren Ming
Dong Ming
机构
[1] Guangdong Power Grid Corp, Elect Power Res Inst, Guangzhou 510080, Guangdong, Peoples R China
[2] Xi An Jiao Tong Univ, State Key Lab Elect Insulat Power Equipment, Xian 710049, Peoples R China
关键词
power transformer; condition pre-warming; load time series; condition monitoring;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Power transformer is one of key equipment in power system and its normal operation guarantees reliability and safety of power transmission. In order to keep power transformer in good condition, regular inspection and maintenance is needed after equipment put into service. Various preventive test, on-line monitoring and portable test are must, but condition evaluation and fault diagnosis for power transformer still is kind of art, which normally depend on standards, guideline or accumulated experiences on-site. In this paper, insulating condition is evaluated by equipment's operating load, and time series model is established to analyze load characteristics. After outlier value extraction and data reduction, two typical load growth modes have been proposed. Results show that the proposed load time series model could be applied to equipment operating status trend analysis. This approach provides a new idea for power transformer insulation pre-warning by making use of power transformer load characteristic analysis.
引用
收藏
页码:222 / 226
页数:5
相关论文
共 50 条
  • [31] Positioning Method For Pipeline Security Pre-warning System Based on the Third-order Cumulant Algorithm
    Feng, Hao
    Li, Jian
    Chen, Shili
    An, Yang
    Zeng, Zhoumo
    Jin, Shijiu
    [J]. 2013 IEEE/ASME INTERNATIONAL CONFERENCE ON ADVANCED INTELLIGENT MECHATRONICS (AIM): MECHATRONICS FOR HUMAN WELLBEING, 2013, : 1576 - 1578
  • [32] Research on monitoring and pre-warning of locomotive bearing temperature based on dynamic time warping and evidence theory
    Yang, Yun
    Xue, Yuanhe
    [J]. Journal of Railway Science and Engineering, 2020, 17 (03) : 714 - 721
  • [33] An Empirical Study of Financial Pre-Warning Indicators Based on the Filter-Wrapper SVM Algorithm
    Hu, Min
    Wen, Xingchang
    Wang, Jiyu
    [J]. 2013 INTERNATIONAL CONFERENCE ON INDUSTRIAL ENGINEERING AND MANAGEMENT SCIENCE (ICIEMS 2013), 2013, : 942 - 950
  • [34] Power Peak Load Forecasting Based on Deep Time Series Analysis Method
    Hung, Ying-Chang
    Liu, Duen -Ren
    [J]. IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS, 2024, E107D (07) : 845 - 856
  • [35] The comprehensive pre-warning method of rock burst hazard based on theory of dynamic and static combined loading
    Cong L.
    Cao A.
    Zhou Y.
    Wang C.
    Chen F.
    Dong J.
    Gu Y.
    [J]. Caikuang yu Anquan Gongcheng Xuebao/Journal of Mining and Safety Engineering, 2020, 37 (04): : 767 - 776
  • [36] Probabilistic forecasting method for mid-term hourly load time series based on an improved temporal fusion transformer model
    Li, Dan
    Tan, Ya
    Zhang, Yuanhang
    Miao, Shuwei
    He, Shuai
    [J]. INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2023, 146
  • [37] Study on deformation pre-warning of rock slopes based on multi-fractal characteristics of microseismic signals
    Mao H.
    Zhang M.
    Jiang R.
    Li B.
    Xu J.
    Xu N.
    [J]. Yanshilixue Yu Gongcheng Xuebao/Chinese Journal of Rock Mechanics and Engineering, 2020, 39 (03): : 560 - 571
  • [38] Power grid fault diagnosis model based on the time series density distribution of warning information
    Zhang, Xu
    Ding, Ruiting
    Wang, Zirui
    Guo, Zixing
    Liu, Bowen
    Wei, Juan
    [J]. INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2023, 146
  • [39] Condition Assessment Method of Power Transformer Based on the Classification of Component and Performance
    Yang, Yi
    Li, Wenpu
    Qi, Bo
    Rong, Zhihai
    Zhang, Peng
    [J]. 2017 IEEE CONFERENCE ON ELECTRICAL INSULATION AND DIELECTRIC PHENOMENON (CEIDP), 2017, : 237 - 240
  • [40] Power Transformer Condition Assessment Method based on Environment and Property Analysis
    Jiang, Bing
    Geng, Yujie
    Wang, Haoyue
    Qi, Bo
    Huang, Meng
    Rong, Zhihai
    [J]. 2017 IEEE ELECTRICAL INSULATION CONFERENCE (EIC), 2017, : 225 - 228