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Prevention of Maloperation of the REF Relays Using Artificial Intelligence and Wavelet Transform | ||
| Journal of Modeling and Simulation in Electrical and Electronics Engineering | ||
| دوره 3، شماره 1 - شماره پیاپی 11، مرداد 2023، صفحه 13-21 اصل مقاله (1.03 M) | ||
| نوع مقاله: Research Article | ||
| شناسه دیجیتال (DOI): 10.22075/mseee.2024.33363.1148 | ||
| نویسندگان | ||
| Hossein Shabani Roshan1؛ Zahra Moravej* 1؛ Ali Akbar Abdoos2؛ Alireza Jodaei1 | ||
| 1Faculty of Electrical and Computer Engineering (ECE), Semnan University, Semnan, Iran. | ||
| 2Faculty Electrical and Computer Engineering, Babol noshiravani University of Technology, Babol, Iran. | ||
| تاریخ دریافت: 04 اسفند 1402، تاریخ بازنگری: 27 اسفند 1402، تاریخ پذیرش: 11 تیر 1403 | ||
| چکیده | ||
| Restricted Earth Fault (REF) Relay, a type of differential protection, is responsible for detecting single-phase-to-ground faults at the terminal of a transformer or faults in the winding to the core. This protection scheme is inherently sensitive and rapid; however, due to current transformer saturation during external fault conditions with high currents and the transient magnetizing current flowing through the transformer core, it may be susceptible to false operation. In this paper, an intelligent restricted ground fault protection scheme based on wavelet transform (WT) is presented. In the initial step, the differential current resulting from the simulation is analyzed using WT, and various features of decomposed signals are extracted as sample patterns for training intelligent classifiers. The performance of the proposed method is evaluated using data obtained from the simulation of a 230/63.5 kV power transformer in the PSCAD/EMTDC software environment. Additionally, to accurately simulate the transformer current during saturation, the valid Gill's model is employed. The results of implementing this intelligent protection scheme confirm its high reliability against false operation. | ||
| کلیدواژهها | ||
| Artificial Intelligence؛ Current Transformer Saturation؛ Internal and External Fault؛ Restricted Earth Fault Protection؛ Power Transformer؛ Wavelet Conversion | ||
| مراجع | ||
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[1] P. Bertrand, B. Gotzig, and C. Vollet, "Low impedance restricted earth fault protection," 2001.
[2] B. Ahmadzadeh-Shooshtari and A. Rezaei-Zare, "Transformer Differential Protection During Geomagnetic Disturbances: A Hybrid Protection Scheme and Real-Time Validation Tests," IEEE Transactions on Power Delivery, 2023.
[3] M. Gholami, E. Hajipour, and M. Vakilian, "High impedance restricted earth fault protection: fundamental concepts, design and performance," in international conference on electrical engineering, 2016.
[4] R. Afsharisefat, M. Jannati, and M. Shams, "A power transformer differential protection method based on variational mode decomposition and CNN‐BiLSTM techniques," IET Generation, Transmission & Distribution, 2024.
[5] A. Kaur, Y. S. Brar, and G. Leena, "Fault detection in power transformers using random neural networks," International Journal of Electrical and Computer Engineering, vol. 9, no. 1, p. 78, 2019.
[6] K. Behrendt, N. Fischer, and C. Labuschagne, "Considerations for using harmonic blocking and harmonic restraint techniques on transformer differential relays," in proceedings of the 33rd Annual Western Protective Relay Conference, 2006.
[7] A. Guzmán, N. Fischer, and C. Labuschagne, "Improvements in transformer protection and control," in 2009 62nd Annual Conference for Protective Relay Engineers, 2009: IEEE, pp. 563-579.
[8] J.-C. Tan, D. Tholomier, and H. Wei, "A new restricted earth fault protection," in 2007 Canadian Conference on Electrical and Computer Engineering, 2007: IEEE, pp. 276-279.
[9] M. N. O. Aires, R. Medeiros, F. Costa, K. M. Silva, J. Chavez, and M. Popov, "A wavelet-based restricted earth-fault power transformer differential protection," Electric Power Systems Research, vol. 196, p. 107246, 2021.
[10] B. Nimtaj, A. Mahmoudi, O. Palizban, and S. Kahourzade, "A comparison of two numerical relay low impedance restricted earth fault algorithms in power transformer," in The 8th Electrical Engineering/Electronics, Computer, Telecommunications and Information Technology (ECTI) Association of Thailand-Conference 2011, 2011: IEEE, pp. 792-795.
[11] A. Siemens, "SIPROTEC Differential Protection 7UT6 V4. 0 Manual 7U613/7UT633/7UT635," Order No. C53000-G1176-C160-1.
[12] Kasztenny, "Impact of transformer inrush currents on sensitive protection functions," in 2005/2006 IEEE/PES Transmission and Distribution Conference and Exhibition, 2006: IEEE, pp. 820-823.
[13] J. Kang, S. Byun, J. Yang, and J. Cho, "Analysis and solutions to unusual differential relay misoperation during external disturbance," in Presented at 42nd Western Protective Relay Conference, 2015.
[14] P. K. Gangadharan, T. S. Sidhu, and G. J. Finlayson, "Current transformer dimensioning for numerical protection relays," IEEE transactions on Power Delivery, vol. 22, no. 1, pp. 108-115, 2006.
[15] B. Kasztenny, L. Sevov, and A. Jaques, "New algorithm for low-impedance restricted earth fault protection," 2004.
[16] C. Apostolopoulos and D. Tsakiris, "Design and performance evaluation of a high-impedance REF scheme for MV/LV transformers," IEEE Transactions on Industry Applications, vol. 51, no. 6, pp. 5398-5409, 2015.
[17] A. Anvenue and O. Markham, "T60 Transformer Management Relay UR Series Instruction Manual," Canada: GE Power Management, 2003.
[18] G. Ziegler, Numerical differential protection: principles and applications. John Wiley & Sons, 2012.
[19] M. Davarpanah, M. Sanaye-Pasand, and R. Iravani, "Performance enhancement of the transformer restricted earth fault relay," IEEE transactions on power delivery, vol. 28, no. 1, pp. 467-474, 2012.
[20] J. P. Krstivojevic and M. B. Djuric, "A new method of improving transformer restricted earth fault protection," Advances in Electrical and Computer Engineering, vol. 14, no. 3, pp. 41-49, 2014.
[21] J. Krstivojevic and M. Djuric, "A new algorithm for avoiding maloperation of transformer restricted earth fault protection caused by the transformer magnetizing inrush current and current transformer saturation," Turkish Journal of Electrical Engineering and Computer Sciences, vol. 24, no. 6, pp. 5025-5042, 2016.
[22] A. Ebadi, S. Hosseini, and A. Abdoos, "A new restricted earth fault relay based on artificial intelligence," International Journal of Engineering, vol. 32, no. 1, pp. 62-70, 2019.
[23] A. Ebadi, S. M. Hosseini, and A. A. Abdoos, "A new artificial intelligence based supervision method for low-impedance REF relays," Electric Power Systems Research, vol. 195, p. 107177, 2021.
[24] A. Ebadi, S. M. Hosseini, and A. A. Abdoos, "A new time-frequency analysis based supervision method for the transformer restricted ground fault relay," International Journal of Electrical Power & Energy Systems, vol. 129, p. 106858, 2021.
[25] J. A. Gutiérrez-Gnecchi et al., "DSP-based arrhythmia classification using wavelet transform and probabilistic neural network," Biomedical Signal Processing and Control, vol. 32, pp. 44-56, 2017.
[26] A. Koochaki, A. A. Abdoos, and G. Mirbabaee Rokni, "Power Transformer Protection Using Fast Discrete S-Transform and Optimized Support Vector Machine Classifier with Bee Algorithm," Computational Intelligence in Electrical Engineering, vol. 8, no. 2, pp. 41-54, 2017.
[27] A. A. Abdoos, P. K. Mianaei, and M. R. Ghadikolaei, "Combined VMD-SVM based feature selection method for classification of power quality events," Applied Soft Computing, vol. 38, pp. 637-646, 2016.
[28] A. Abdoos, Z. Moravej, and M. Sanaye-Pasand, "Intelligent Differential Protection of Power Transformer Using S-Transform," PhD Thesis, Semnan University, 2012.
[29] L. Chun-Lin, "A tutorial of the wavelet transform," NTUEE, Taiwan, vol. 21, p. 22, 2010.
[30] M. V. Ribeiro, J. M. Romano, and C. A. Duque, "An improved method for signal processing and compression in power quality evaluation," IEEE transactions on Power Delivery, vol. 19, no. 2, pp. 464-471, 2004.
[31] T. Lai, L. Snider, E. Lo, and D. Sutanto, "High-impedance fault detection using discrete wavelet transform and frequency range and RMS conversion," IEEE Transactions on Power Delivery, vol. 20, no. 1, pp. 397-407, 2005.
[32] H. Mortazavi and H. Khorashadi-Zadeh, "A new inrush restraint algorithm for transformer differential relays using wavelet transform," in 2004 International Conference on Power System Technology, 2004. PowerCon 2004., 2004, vol. 2: IEEE, pp. 1705-1709.
[33] R. P. Medeiros, L. D. Simões, and F. B. Costa, "Evaluation of Restricted Earth-Fault Transformer Differential Protection Schemes Through an Experimental Test Bench," in 2023 Workshop on Communication Networks and Power Systems (WCNPS), 2023: IEEE, pp. 1-6.
[34] Transformer protection relays, Technical manual, 2011, pp. 321-326.
[35] A. Ebadi, S. M. Hosseini, and A. A. Abdoos, "Immunity Improvement of a Low-Impedance Restricted Earth Fault Relay by Making its Mechanism Intelligent based on Support Vector Machine," Computational Intelligence in Electrical Engineering, vol. 9, no. 2, pp. 29-40, 2018. | ||
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