Journal of Shanghai Jiao Tong University (Science) ›› 2019, Vol. 24 ›› Issue (4): 459-470.doi: 10.1007/s12204-019-2095-1
Previous Articles Next Articles
JIA Fan (贾帆), LUO Liwen *(罗利文), GAO Shiyue (高诗悦), YE Jian (叶健)
Online:
2019-08-01
Published:
2019-07-29
Contact:
LUO Liwen *(罗利文)
E-mail:lwluo@sjtu.edu.cn
CLC Number:
JIA Fan (贾帆), LUO Liwen *(罗利文), GAO Shiyue (高诗悦), YE Jian (叶健). Logistic Regression Based Arc Fault Detection in Photovoltaic Systems Under Different Conditions[J]. Journal of Shanghai Jiao Tong University (Science), 2019, 24(4): 459-470.
[1] National Fire Protection Association. National electricalcode: NFPA 70 [S]. Quincy, MA, USA: NFPA,2011. [2] Underwriters Laboratories Inc. Outline of investigationfor photovoltaic (PV) DC arc-fault circuit protection:UL 1699B [S]. Northbrook, IL, USA: UL, 2013. [3] NOVAK B. Implementing arc detection in solarapplications: achieving compliance with the newUL 1699B standard [EB/OL]. (2012-07-10) [2018-10-10]. http://www.ti.com/lit/wp/spry209/spry209.pdf. [4] XIONG Q, JI S C, ZHU L Y, et al. A novel DC arcfault detection method based on electromagnetic radiationsignal [J]. IEEE Transactions on Plasma Science,2017, 45(3): 472-478. [5] XIA K, HE Z H, YUAN Y, et al. An arc fault detectionsystem for the household photovoltaic inverteraccording to the DC bus currents [C]//18th InternationalConference on Electrical Machines and Systems.Pattaya, Thailand: IEEE, 2015: 1687-1690. [6] CHAE S, PARK J, OH S. Series DC arc fault detectionalgorithm for DC microgrids using relative magnitudecomparison [J]. IEEE Journal of Emerging andSelected Topics in Power Electronics, 2016, 4(4): 1270-1278. [7] CHEN S L, LI X W, XIONG J Y. Series arc faultidentification for photovoltaic system based on timedomainand time-frequency-domain analysis [J]. IEEEJournal of Photovoltaics, 2017, 7(4): 1105-1114. [8] WANG Z, BALOG R S. Arc fault and flash detectionin photovoltaic systems using wavelet transformand support vector machines [C]//43rd IEEE PhotovoltaicSpecialists Conference. Portland, OR, USA:IEEE, 2016: 3275-3280. [9] ZHU H Z, WANG Z, BALOG R S. Real time arc faultdetection in PV systems using wavelet decomposition[C]//43rd IEEE Photovoltaic Specialists Conference.Portland, OR, USA: IEEE, 2016: 1761-1766. [10] LU S B, PHUNG B T, ZHANG D M. A comprehensivereview on DC arc faults and their diagnosis methodsin photovoltaic systems [J]. Renewable and SustainableEnergy Reviews, 2018, 89: 88-98. [11] GUO Y M, WANG L, WU Z Q, et al. Wavelet packetanalysis applied in detection of low-voltage DC arcfault [C]// 4th IEEE Conference on Industrial Electronicsand Applications. Xi’an, China: IEEE, 2009:4013-4016. [12] MENG Z, WANG L, SUN Q G. The characteristics ofDC arc faults current [C]//15th European Conferenceon Power Electronics and Applications. Lille, France:IEEE, 2013: 1-9. [13] YAO X, HERRERA L, JI S C, et al. Characteristicstudy and time-domain discrete-wavelet-transformbased hybrid detection of series DC arc faults [J]. IEEETransactions on Power Electronics, 2014, 29(6): 3103-3115. [14] MOMOH J A, BUTTON R. Design and analysis ofaerospace DC arcing faults using fast Fourier transformationand artificial neural network [C]//IEEEPower Engineering Society General Meeting. Toronto,Canada: IEEE, 2003: 788-793. [15] ROGERS S, GIROLAMI M. A first course in machinelearning [M]. Boca Raton, FL, USA: Chapman andHall/CRC, 2011. |
[1] | WANG Yubo, HAO Ling, XU Fei, CHEN Wenbin, ZHENG Libin, CHEN Lei, MIN Yong. Pattern Recognition and Ultra-Short-Term Probabilistic Forecasting of Power Fluctuating in Aggregated Distributed Photovoltaics Clusters [J]. Journal of Shanghai Jiao Tong University, 2024, 58(9): 1334-1343. |
[2] | LI Fen, SUN Ling, WANG Yawei, QU Aifang, MEI Nian, ZHAO Jinbin. Short-Term Interval Forecasting of Photovoltaic Power Based on CEEMDAN-GSA-LSTM and SVR [J]. Journal of Shanghai Jiao Tong University, 2024, 58(6): 806-818. |
[3] | GAO Fengyang, SONG Zhixiang, GAO Jianning, GAO Xuanyu, YANG Kaiwen. Day-Ahead Scheduling of Traction Power Supply System with Photovoltaic and Energy Storage Access [J]. Journal of Shanghai Jiao Tong University, 2024, 58(5): 760-775. |
[4] | LI Cuiming, WANG Hua, XU Longer, WANG Long. Road Recognition Method of Photovoltaic Plant Based on Improved DeepLabv3+ [J]. Journal of Shanghai Jiao Tong University, 2024, 58(5): 776-782. |
[5] | SUN Jiayang, CUI Yutao, REN Tie, WANG Yihou. Design and Analysis of Mooring System for Hexagonal Floating Photovoltaic Platform [J]. Ocean Engineering Equipment and Technology, 2024, 11(4): 29-35. |
[6] | HE Zhizhuo, ZHANG Ying, ZHENG Gang, ZHENG Fang, HUANG Wandi, ZHANG Shenxi, CHENG Haozhong. Interval Prediction Technology of Photovoltaic Power Based on Parameter Optimization of Extreme Learning Machine [J]. Journal of Shanghai Jiao Tong University, 2024, 58(3): 285-294. |
[7] | CHEN Liyue1 (陈利跃), HONG Daojian2 (洪道鉴), HE Xing3* (何星), LU Dongqi2 (卢东祁), ZHANG Qian2 (张乾), XIE Nina2 (谢妮娜), XU Yizhou2 (徐一洲), YING Huanghao2 (应煌浩). Distributed Photovoltaic Real-Time Output Estimation Based on Graph Convolutional Networks [J]. J Shanghai Jiaotong Univ Sci, 2024, 29(2): 290-296. |
[8] | GU Huijie, PENG Chaoyi, SUN Shuhao, LIU Mingtao, XIE Jun, SHI Xionghua, BAO Yong. A Short-Term Production Simulation Model of Wind-PV-Hydrogen-Pumped Storage Zero Carbon Power System [J]. Journal of Shanghai Jiao Tong University, 2023, 57(5): 505-512. |
[9] | HAN Zhengqian1(韩正谦),LUO Liwenl*(罗利文),YAo Wei2(姚伟),YIN Shaowen2(尹邵文),CHEN Wei2(陈伟),WANG Yinghui2(王营辉). Spectrum-Sensing Method for Arc Fault Detection in Direct Current System with Lithium Batteries [J]. J Shanghai Jiaotong Univ Sci, 2023, 28(5): 630-637. |
[10] | ZHU Yueyao, QI Tong, WU Xingchen, LIU Di, HUA Haochen. Price-Based Demand Response Mechanism of Prosumer Groups Considering Real-Time Carbon Emission Reduction [J]. Journal of Shanghai Jiao Tong University, 2023, 57(4): 452-463. |
[11] | LIU Kezhen, CHEN Xueou, CHEN Leidan, LIN Zheng, SHEN Fu. Dynamic Discrete Equivalent Model of Photovoltaic Power Generation System [J]. Journal of Shanghai Jiao Tong University, 2023, 57(4): 412-421. |
[12] | ZHANG Han, HAN Dong, LIU Tan, HUANG Yan. Analysis of Market Coupling Mechanism Between Distributed Photovoltaic Penetration and Electricity Market Under Background of Carbon Neutrality [J]. Journal of Shanghai Jiao Tong University, 2023, 57(4): 464-472. |
[13] | LIN Yong, KANG Jiale, YU Hao, CHEN Honglin, YANG Yanji, CHEN Wuhui. Mechanism of Forced Subsynchronous Oscillation of Large-Scale Photovoltaic Power Generation Grid-Connected System with Series Compensation Tranmmission Lines [J]. Journal of Shanghai Jiao Tong University, 2022, 56(9): 1118-1127. |
[14] | MA Liping, ZHANG Xiaoyu, BAI Yuxin, CHEN Xin, ZHANG Ying. An Accuracy Dynamically Configurable FFT Processor Based on Approximate Computing [J]. Journal of Shanghai Jiao Tong University, 2022, 56(2): 223-230. |
[15] | JIANG Haoyu, WANG Peilun, GE Quanbo, XU Jinqiang, LUO Peng, YAO Gang. A Sensing Method Based of Floating Photovoltaic Grids to Sudden Changes in Marine Weather [J]. Journal of Shanghai Jiao Tong University, 2022, 56(12): 1584-1597. |
Viewed | ||||||
Full text |
|
|||||
Abstract |
|
|||||