Stator Single-Phase-to-Ground Fault Protection for Bus-connected Powerformers Based on Hierarchical Clustering Algorithm

被引:12
|
作者
Wang, Yuan Yuan [1 ]
Zeng, Xiang Jun [1 ]
Dong, Zhao Yang [2 ]
Xu, Yao [3 ]
Yuan, Jun [1 ]
Huang, Yue [1 ]
机构
[1] Changsha Univ Sci & Technol, Sch Elect & Informat Engn, Hunan Prov Key Lab Smart Grids Operat & Control, Changsha 410076, Hunan, Peoples R China
[2] Univ Sydney, Sch Elect & Informat Engn, Sydney, NSW 2006, Australia
[3] Univ Tennessee, Dept Elect Engn & Comp Sci, Knoxville, TN 37996 USA
基金
中国国家自然科学基金;
关键词
Hierarchical clustering algorithm; Powerformer; protection; stator single-phase-to-ground fault; GENERATOR;
D O I
10.1109/TEC.2013.2281491
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
The traditional stator single-phase-to-ground fault protective schemes are hard to completely satisfy the requirement of selectivity for bus-connected Powerformers. In order to overcome the aforementioned problem, a new stator single-phase-to-ground fault protective scheme based on the hierarchical clustering algorithm is proposed in this paper. The direction and magnitude of zero-sequence current and leakage current are discussed and selected as feature vectors. Then, the data set are divided into two groups by hierarchical clustering algorithm, and cluster center of each group is calculated. Finally, the space relative distance among detected pattern and two cluster centers is calculated to discriminate the faulty Powerformer. The fundamental component and the third harmonic component of the data set are combined to realize 100% coverage of fault detection for the stator windings of Powerformer. Simulation results have shown that, under different fault conditions, the new scheme can distinguish internal faults from external faults reliably, and can detect in which machine a stator single-phase-to-ground fault is occurring even if the fault resistance is at 5 k Omega.
引用
收藏
页码:991 / 998
页数:8
相关论文
共 50 条
  • [1] Novel protection scheme of stator single-phase-to-ground fault for powerformers
    Wang, Yuanyuan
    Zeng, Xiangjun
    Dong, Zhaoyang
    Huang, Yue
    INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2013, 53 : 321 - 328
  • [2] Stator Single-Line-to-Ground Fault Protection for Bus-Connected Powerformers Based on S-Transform and Bagging Ensemble Learning
    Wang, Yuanyuan
    Guo, Yongsheng
    Zeng, Xiangjun
    Chen, Jun
    Kong, Yang
    Sun, Shanfeng
    IEEE ACCESS, 2020, 8 : 88322 - 88332
  • [3] Stator single-line-to-ground fault protection for powerformers based on HSGC and CNN
    Liu, Xiaohan
    Wang, Yuanyuan
    Luo, Xiaomin
    Cao, Chengjun
    Li, Wei
    Wang, Buming
    Wang, Jiabao
    Wang, Yin
    FRONTIERS IN ENERGY RESEARCH, 2022, 10
  • [4] Ground fault protection for bus-connected generators in an interconnected 13.8 kV system
    Das, J. C.
    Conference Record of 2006 Annual Pulp and Paper Industry Technical Conference, 2006, : 23 - 32
  • [5] Ground fault protection for bus-connected generators in an interconnected 13.8-kV system
    Das, J. C.
    IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS, 2007, 43 (02) : 453 - 461
  • [6] Studies on the Stator Single-Phase-to-Ground Fault Protection for a High-Voltage Cable-Wound Generator
    Wang, Yuan Yuan
    Zeng, Xiang Jun
    Jian, Jin Bao
    Dong, Zhao Yang
    Li, Ze Wen
    Huang, Yue
    IEEE TRANSACTIONS ON ENERGY CONVERSION, 2013, 28 (02) : 344 - 352
  • [7] Principle and algorithm of traveling waves based single-phase-to-ground protection for distribution lines
    Dong, Xinzhou
    Wang, Jun
    Shi, Shenxing
    Zhongguo Dianji Gongcheng Xuebao/Proceedings of the Chinese Society of Electrical Engineering, 2013, 33 (10): : 154 - 160
  • [8] Single-phase-to-ground fault line detection for distribution network based on optimal finite impulse response filter and hierarchical clustering
    Li, Yajie
    Meng, Xiaoli
    Song, Xiaohui
    Shi, Changkai
    Dianwang Jishu/Power System Technology, 2015, 39 (01): : 143 - 149
  • [9] Practical Traveling Waves Based Single-phase-to-ground Protection for Radial Connected Distribution Lines
    Jia Q.
    Dong X.
    Shi S.
    Zhongguo Dianji Gongcheng Xuebao/Proceedings of the Chinese Society of Electrical Engineering, 2019, 39 (06): : 1543 - 1550
  • [10] Fault location based on FastICA and fuzzy C-means clustering for single-phase-to-ground fault in the compensated distribution network
    Tang, Tao
    Zhou, Yu
    Zeng, Xiangjun
    Luo, Chunhui
    Li, Xiaohan
    ELECTRICAL ENGINEERING, 2023, 105 (06) : 4079 - 4093