Journal of Shanghai Jiao Tong University ›› 2025, Vol. 59 ›› Issue (7): 901-911.doi: 10.16183/j.cnki.jsjtu.2023.438
• New Type Power System and the Integrated Energy • Previous Articles Next Articles
XU Han1, ZHU Sanli1, ZHANG Tengfei1(
), CHEN Shu2, LIU Mingxiang3
Received:2023-09-01
Revised:2023-10-26
Accepted:2023-12-26
Online:2025-07-28
Published:2025-07-22
Contact:
ZHANG Tengfei
E-mail:tfzhang@126.com
CLC Number:
XU Han, ZHU Sanli, ZHANG Tengfei, CHEN Shu, LIU Mingxiang. Optimization Method for Combination of Residual Current Protection and Coincidence Brake Logic in a Low-Voltage Distribution System[J]. Journal of Shanghai Jiao Tong University, 2025, 59(7): 901-911.
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URL: https://xuebao.sjtu.edu.cn/EN/10.16183/j.cnki.jsjtu.2023.438
Tab.2
Phase current and residual current at different three-phase unbalance degrees
| 样本序号 | A相负荷/kW | B相负荷/kW | C相负荷/kW | IA/A | IB/A | IC/A | I0/mA | γ/% |
|---|---|---|---|---|---|---|---|---|
| 1 | 2.55 | 2.55 | 0 | 9.96 | 10.03 | 0.068 | 37.41 | 99.36 |
| 2 | 3.40 | 1.28 | 0.43 | 8.08 | 7.13 | 2.760 | 38.81 | 65.89 |
| 3 | 6.80 | 2.55 | 0.85 | 16.06 | 14.21 | 5.470 | 39.15 | 65.95 |
| 4 | 5.95 | 1.70 | 2.25 | 16.22 | 9.87 | 12.390 | 30.33 | 39.19 |
| 5 | 10.20 | 0 | 0 | 26.54 | 0.08 | 0.080 | 75.19 | 70.51 |
| 6 | 7.51 | 2.55 | 0 | 14.94 | 14.91 | 0.071 | 49.53 | 99.53 |
| 7 | 6.00 | 6.00 | 0 | 23.45 | 23.52 | 0.070 | 37.62 | 99.71 |
| 8 | 4.50 | 1.28 | 0.55 | 9.13 | 7.60 | 3.580 | 43.11 | 60.85 |
| 9 | 5.10 | 0 | 0 | 0.26 | 0.08 | 0.080 | 74.82 | 70.46 |
Tab.3
REMD approximate entropy eigenvalue of the first trip residual current signal in different situations
| 状态 | 样本 编号 | IMF1 | IMF2 | IMF3 | IMF4 | IMF5 | IMF6 | IMF7 | IMF8 | a |
|---|---|---|---|---|---|---|---|---|---|---|
| 生物体触电 | 1 | 3.44×10-4 | 8.17×10-4 | 4.89×10-4 | 1.60×10-4 | 2.92×10-4 | 1.62×10-4 | 1.94×10-4 | 2.375 | |
| 2 | 2.12×10-3 | 1.74×10-3 | 2.11×10-4 | 1.75×10-4 | 1.78×10-4 | 2.40×10-4 | 1.39×10-4 | 0.82 | ||
| 3 | 5.12×10-4 | 9.88×10-4 | 6.53×10-4 | 4.31×10-4 | 1.72×10-4 | 2.43×10-4 | 1.94×10-4 | 1.51×10-4 | 1.93 | |
| … | … | … | … | … | … | … | … | … | ||
| 79 | 1.76×10-3 | 7.82×10-4 | 4.13×10-4 | 3.69×10-4 | 2.19×10-4 | 1.19×10-4 | 1.92×10-4 | 0.84 | ||
| 80 | 1.35×10-3 | 1.26×10-3 | 5.83×10-4 | 4.88×10-4 | 2.90×10-4 | 7.33×10-4 | 1.60×10-4 | 1.95×10-4 | 0.93 | |
| 三相不平衡 | 81 | 2.15×10-3 | 1.94×10-4 | 3.49×10-4 | 2.78×10-4 | 1.01×10-4 | 0.09 | |||
| 82 | 1.97×10-4 | 2.51×10-4 | 2.28×10-4 | 1.68×10-4 | 2.58×10-4 | 2.13×10-4 | 0.47 | |||
| 83 | 2.04×10-3 | 1.17×10-3 | 4.34×10-4 | 3.11×10-4 | 2.08×10-4 | 1.98×10-4 | 0.87 | |||
| … | … | … | … | … | … | … | … | … | ||
| 159 | 2.06×10-3 | 3.46×10-4 | 3.19×10-4 | 2.14×10-4 | 2.17×10-4 | 2.34×10-4 | 0.16 | |||
| 160 | 2.05×10-3 | 3.41×10-4 | 3.22×10-4 | 1.54×10-4 | 2.83×10-4 | 2.54×10-4 | 0.17 |
Tab.4
Indicators of IMF time-domain characteristics in two different situations
| 样本编号 | IMF | 标准差 | 裕度因子 | 能量值 | 样本编号 | IMF | 标准差 | 裕度因子 | 能量值 |
|---|---|---|---|---|---|---|---|---|---|
| 1 | 1 | 5.32×10-1 | 1.76 | 2.73×104 | 81 | 1 | 4.15 | 8.02×10-1 | 1.03×106 |
| 2 | 1.55×10-1 | 43.1 | 2.41×103 | 2 | 10.22 | 2.07×10-1 | 6.60×106 | ||
| 3 | 3.10×10-1 | 15.4 | 7.69×103 | 3 | 13.44 | 1.73×10-1 | 1.09×107 | ||
| 4 | 1.74×10-1 | 11.1 | 4.84×103 | 4 | 2.73 | 1.54×10-1 | 9.14×105 | ||
| 5 | 8.57×10-2 | 7.85 | 1.10×103 | 5 | 2.81 | 6.12×10-1 | 4.85×105 | ||
| 6 | 3.67×10-2 | 75.4 | 1.18×102 | 6 | 1.38×10-2 | 1.24×10-2 | 13.28 | ||
| 7 | 3.33×10-2 | 50.6 | 92.99 | 7 | |||||
| 8 | 8 | ||||||||
| 2 | 1 | 4.34×10-1 | 2.32 | 1.85×104 | 82 | 1 | 3.09 | 1.04 | 5.76×105 |
| 2 | 1.36×10-1 | 71.8 | 1.69×103 | 2 | 6.28×10-1 | 4.31 | 2.90×104 | ||
| 3 | 1.90×10-1 | 26.11 | 3.09×103 | 3 | 2.11 | 1.52 | 2.71×105 | ||
| 4 | 1.40×10-1 | 17.02 | 1.59×103 | 4 | 2.89 | 8.97×10-1 | 6.90×105 | ||
| 5 | 1.29×10-1 | 15.57 | 2.06×103 | 5 | 6.83×10-1 | 2.85×10-1 | 1.04×106 | ||
| 6 | 3.15×10-2 | 28.87 | 1.41×102 | 6 | 1.97 | 1.47 | 2.37×105 | ||
| 7 | 5.94×10-2 | 29.83 | 2.84×102 | 7 | |||||
| 8 | 2.08×10-2 | 1.27×102 | 37.2 | 8 | |||||
| …… | …… | ||||||||
| 80 | 1 | 9.79×10-2 | 32.74 | 8.82×102 | 160 | 1 | 3.46 | 9.66×10-1 | 7.21×105 |
| 2 | 7.69×10-2 | 63.74 | 5.08×102 | 2 | 8.75×10-1 | 6.6 | 4.64×104 | ||
| 3 | 7.54×10-2 | 1.19×102 | 4.78×102 | 3 | 2.53×10-1 | 9.34 | 3.84×103 | ||
| 4 | 3.76×10-2 | 61.54 | 1.14×102 | 4 | 4.45×10-2 | 43.6 | 1.27×102 | ||
| 5 | 4.65×10-2 | 48.45 | 1.81×102 | 5 | 3.55×10-2 | 57.8 | 82.46 | ||
| 6 | 4.31×10-2 | 41.25 | 3.16×102 | 6 | 1.90×10-3 | 1.40×103 | 2.30×10-1 | ||
| 7 | 5.06×10-3 | 2.69×102 | 3.34 | 7 | |||||
| 8 | 3.37×10-3 | 5.11×102 | 9.28×10-1 | 8 |
| [1] | 董俊, 李一凡, 束洪春, 等. 配电网馈出线路单相永久性接地故障性质辨识方法[J]. 电工技术学报, 2020, 35(21): 4576-4585. |
| DONG Jun, LI Yifan, SHU Hongchun, et al. Study on identification method of single phase permanent ground fault in distribution network feedout line[J]. Transactions of China Electrotechnical Society, 2020, 35(21): 4576-4585. | |
| [2] | SUN J. Feature extraction of arc high impedance grounding fault of low-voltage distribution lines based on Bayesian network optimisation algorithm[J]. IET Cyber-Physical Systems: Theory & Applications, 2023, 8(2): 109-118. |
| [3] | 高伟, 饶俊民, 全圣鑫, 等. 不均衡小样本下多特征优化选择的生命体触电故障识别方法[J]. 电工技术学报, 2024, 39(7): 2060-2071. |
| GAO Wei, RAO Junmin, QUAN Shengxin, et al. Biological electric-shock fault identification method based on multifeature optimization selection under unbalanced small sample[J]. Transactions of China Electrotechnical Society, 2024, 39(7): 2060-2071. | |
| [4] | 李春兰, 罗杰, 石砦, 等. 基于小波分析和概率神经网络的触电事故识别方法[J]. 江苏大学学报(自然科学版), 2023, 44(1): 75-81. |
| LI Chunlan, LUO Jie, SHI Zhai, et al. Electric shock identification method based on probabilistic neural network and wavelet analysis[J]. Journal of Jiangsu University (Natural Science Edition), 2023, 44(1): 75-81. | |
| [5] |
褚旭, 鲍泽宏. 综合能源系统电力网架继电保护原理综述[J]. 上海交通大学学报, 2023, 57(4): 379-392.
doi: 10.16183/j.cnki.jsjtu.2021.492 |
| CHU Xu, BAO Zehong. Overview of protection principle of power grid in integrated energy system[J]. Journal of Shanghai Jiao Tong University, 2023, 57(4): 379-392. | |
| [6] | LUO X, DU Y, WANG X H, et al. Tripping characteristics of residual current devices under nonsinusoidal currents[J]. IEEE Transactions on Industry Applications, 2011, 47(3): 1515-1521. |
| [7] | FRESCHI F. High-frequency behavior of residual current devices[J]. IEEE Transactions on Power Delivery, 2012, 27(3): 1629-1635. |
| [8] | 翟国亮, 梁栋, 王玮, 等. 基于剩余电流和不平衡电流突变向量比的TN-C-S系统漏电故障检测方法[J]. 中国电机工程学报, 2024, 44(5): 1726-1737. |
| ZHAI Guoliang, LIANG Dong, WANG Wei, et al. Leakage fault detection method for TN-C-S system based on residual current and unbalanced current mutation vector ratio[J]. Proceedings of the CSEE, 2024, 44(5): 1726-1737. | |
| [9] | LI C L, DU S H, LIAO C Y. Impacts of distribution network unbalanced impedance on action performances of residual current operated device[C]// 2008 3rd International Conference on Electric Utility Deregulation and Restructuring and Power Technologies. Nanjing, China: IEEE, 2008: 2105-2110. |
| [10] | 吕新东, 单强, 刘辉, 等. 三相不平衡对剩余电流保护器误动的影响分析[J]. 工业仪表与自动化装置, 2022(2): 81-85. |
| LÜ Xindong, SHAN Qiang, LIU Hui, et al. Analysis of mal-operation of residual current device arose by three-phase imbalance[J]. Industrial Instrumentation & Automation, 2022(2): 81-85. | |
| [11] | 史鸿飞, 邓丰, 钟航, 等. 基于暂态时-频特征差异的配电网高阻接地故障识别方法[J]. 中国电机工程学报, 2024, 44(16): 6455-6470. |
| SHI Hongfei, DENG Feng, ZHONG Hang, et al. Identification method of high impedance fault in distribution network based on transient time-frequency characteristic difference[J]. Proceedings of the CSEE, 2024, 44(16): 6455-6470. | |
| [12] | 杨智奇, 李天友, 陈航宇. 低压配电网的保护配置及其适应性分析[J]. 电气技术, 2020, 21(12): 40-44. |
| YANG Zhiqi, LI Tianyou, CHEN Hangyu. Analysis of protection characteristics and applicability of low-voltage distribution lines[J]. Electrical Engineering, 2020, 21(12): 40-44. | |
| [13] | DONG L, BINGYIN X, GUOLIANG Z, et al. TN-C-S leakage protection method using residual and unbalanced current[C]// CIRED 2022 Shanghai Workshop. Shanghai, China: IET, 2022: 477-479. |
| [14] | PESANTEZ D, CORREA D, ROBLES P. Protection for prevention of human electrocution in low-voltage distribution systems with declared load of 12 kVA[J]. Electric Power Systems Research, 2023, 217: 109038. |
| [15] | 韩晓慧, 杜松怀, 苏娟, 等. 触电信号暂态特征提取及故障类型识别方法[J]. 电网技术, 2016, 40(11): 3591-3596. |
| HAN Xiaohui, DU Songhuai, SU Juan, et al. Fault transient feature extraction and fault type identification for electrical shock signals[J]. Power System Technology, 2016, 40(11): 3591-3596. | |
| [16] | 王金丽, 刘永梅, 杜松怀, 等. 基于剩余电流固有模态能量特征的生物触电故障诊断模型[J]. 农业工程学报, 2016, 32(21): 202-208. |
| WANG Jinli, LIU Yongmei, DU Songhuai, et al. Fault diagnosis model for biological electric shock based on residual current intrinsic mode function energy features[J]. Transactions of the Chinese Society of Agricultural Engineering, 2016, 32(21): 202-208. | |
| [17] | 关海鸥, 李伟凯, 杜松怀, 等. 基于Hilbert-Huang变换的生物触电电流检测模型[J]. 农业工程学报, 2017, 33(14): 202-209. |
| GUAN Haiou, LI Weikai, DU Songhuai, et al. Detection model of biological electric shock current based on Hilbert-Huang transform[J]. Transactions of the Chinese Society of Agricultural Engineering, 2017, 33(14): 202-209. | |
| [18] | 李春兰, 罗杰, 王长云, 等. 基于循环谱特征和聚类分析的触电识别[J]. 电工技术学报, 2021, 36(22): 4677-4687. |
| LI Chunlan, LUO Jie, WANG Changyun, et al. Electric shock recognition method based on cyclic spectrum features and cluster analysis[J]. Transactions of China Electrotechnical Society, 2021, 36(22): 4677-4687. | |
| [19] | 张宇辉, 邵毕成, 孔祥旭, 等. 基于EWT和改进Prony算法的超高压线路单相自适应重合闸故障识别方法[J]. 东北电力大学学报, 2022, 42(4): 28-34. |
| ZHANG Yuhui, SHAO Bicheng, KONG Xiangxu, et al. Single phase adaptive reclosing fault property identification method for EHV transmission lines based on EWT and improved Prony algorithm[J]. Journal of Northeast Electric Power University, 2022, 42(4): 28-34. | |
| [20] | 贾博文, 武建文, 刘俊堂, 等. 270V直流开断特性研究与耗散功率变化的Mayr模型仿真分析[J]. 中国电机工程学报, 2019, 39(5): 1334-1342. |
| JIA Bowen, WU Jianwen, LIU Juntang, et al. Research on DC breaking characteristics of 270V DC system and simulation analysis of the Mayr model with variable dissipation power[J]. Proceedings of the CSEE, 2019, 39(5): 1334-1342. | |
| [21] | 巩泉役, 彭克, 陈羽, 等. 基于电弧随机性和卷积网络的交流串联电弧故障识别方法[J]. 电力系统自动化, 2022, 46(24): 162-169. |
| GONG Quanyi, PENG Ke, CHEN Yu, et al. Identification method of AC series arc fault based on randomness of arc and convolutional network[J]. Automation of Electric Power Systems, 2022, 46(24): 162-169. | |
| [22] | WANG W, ZENG X J, YAN L J, et al. Principle and control design of active ground-fault arc suppression device for full compensation of ground current[J]. IEEE Transactions on Industrial Electronics, 2017, 64(6): 4561-4570. |
| [23] | ZHENG H T, YUAN J B, CHEN L. Short-term load forecasting using EMD-LSTM neural networks with a xgboost algorithm for feature importance evaluation[J]. Energies, 2017, 10(8): 1168. |
| [24] | 关海鸥. 低压电网剩余电流暂态过程特征提取与识别方法研究[D]. 北京: 中国农业大学, 2014. |
| GUAN Haiou. Study on feature extraction and recognition methods of residual current transient process for low-voltage power grids[D]. Beijing: China Agricultural University, 2014. | |
| [25] | 熊晓祎, 肖先勇, 左金威, 等. 触电事故特征改进近似熵检测方法[J]. 电力系统保护与控制, 2017, 45(13): 27-33. |
| XIONG Xiaoyi, XIAO Xianyong, ZUO Jinwei, et al. Electrical shock feature detection method based on improved approximate entropy[J]. Power System Protection & Control, 2017, 45(13): 27-33. | |
| [26] | BRO R, SMILDE A K. Principal component analysis[J]. Anal Methods, 2014, 6(9): 2812-2831. |
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