International Peer-Reviewed Journal•Open Access•ISSN 2456-8880
irejournals@gmail.com•+91-7433024337

Home / Current Issue / Paper 1703473

1703473 Vol 5 · Issue 11 Download Paper

Review on an Intelligent Protection Algorithm for Unsymmetrical Phase Shifting Transformers

Kritika Sahu Anand V. Bakshi

Subject area: Science,Engineering and Technology  ·  Area of research: Power Transformer Protection, Machine Learning

Abstract

This abstract illustrates differential protection philosophy for indirect unsymmetrical phase shifting transformer (IUPST) by using combined wavelet transform principal component analysis (PCA) and support vector machine (SVM). Discrimination between interval fault and magnetizing inrush condition is a very challenging task in IUPST differential protection scheme. Therefore, discrete wavelet transform is used to extract the feature from the relaying signal (i.e. differential current) and the features of the relaying signal is used to train and test the SVM. The IUPST is modelled in PSCAD/EMTDC software to obtain the relaying under different operating conditions. The proposed algorithm is evaluated in MATLAB under forward and backward mode of PST operation and the tested data is simulated in PSCAD/EMTDC by varying inception angle, fault position, tap positions, loading conditions of IUPST. Results shows that the proposed algorithm is stable, reliable and selective under different operating conditions of IUPST.

Keywords

Indirect Unsymmetrical Phase Shifting Transformer (IUPST), Principal Component Analysis (PCA), Support Vector Machine (SVM).

References

[1] T. Schmidt, "Phase-shifting transformers applications and tecnology," ABB Group, 2016.

[2] J. McIver, "Phase Shifting Transformers – Principles, Design Aspects and Operation," Siemens Energy, Inc., Weiz, 2015.

[3] J. H. Harlow, Electric Power Transformer Engineering, CRC Press, 2004.

[4] M. Tripathy and R. P. Maheshwari, "Power Transformer Differential Protection Based On Optimal Probabilistic Neural Network," IEEE Transactions on Power Delivery, Vols. 25, no. 1, pp. 102-112, January 2010.

[5] M. A. Ibrahim, "Phase Angle Regulating Transformer Protection," IEEE Transactions on Power Delivery, Vols. 9, no. 1, pp. 394-404, January 1994.

[6] Z. Gajic, "Use of Standard 87T Differential Protection for Special Three-Phase Power Transformers—Part I: Theory," IEEE Transactions on Power Delivery, vol. 27, no. 3, pp. 1035-1040, 2012.

[7] P. k. Bera and C. Isik, "Intelligent Protection & Classification of Transients in Two-Core Symmetric Phase Angle Regulating Transformers," IET Research Journals, 2021.

[8] R. Jimenez and D. A. Tziowaras , "138 kV phase shifting transformer protection: EMTP modeling and model power system testing," in Eighth IEE International Conference on Developments in Power System Protection, 2004.

[9] J. Verboomen and D. V. Hertem, "Phase shifting transformers: principles and applications," International Conference on Future Power Systems, 2005.

[10] T. Reddy and A. Gulati, "Application of Phase Shifting Transformer in Indian Power System," International Journal of Computer and Electrical Engineering, pp. 242-245, 2012.

[11] P. L. Mao and R. K. Aggarwal, "A Novel Approach to the Classification of the Transient Phenomena in Power Transformers Using Combined Wavelet Transform and Neural Network," IEEE Transactions on Power Delivery, Vols. 16, no. 4, pp. 654-660, October 2001.

[12] J. Faiz and S. Lotfi-Fard, "A Novel Wavelet-Based Algorithm for Discrimination of Internal Faults From Magnetizing Inrush Currents in Power Transformers," IEEE Transactions on Power Delivery, Vols. 21, no. 4, pp. 1989-1996, October 2006.

[13] S. K. Bhasker and M. Tripathy, "Wavelet Transform Based Discrimination Between Inrush and Internal Fault of Indirect Symmetrical Phase Shift Transformer," IEEE PES General Meeting | Conference & Exposition, 2014.

[14] S. K. Bhasker and P. K. Bera, "Differential protection of indirect symmetrical phase shift transformer and internal faults classification using wavelet and ANN," TENCON IEEE Region 10 Conference, 2015.

[15] S. K. Bhasker and P. K. Bera, "Differential protection of indirect symmetrical phase shift transformer using wavelet transform," IEEE India Conference (INDICON), pp. 1-6, 2015.

[16] S. K. Bhasker and M. Tripathy, "Identification of type of internal fault in indirect symmetrical phase shift transformer based on PRN," IEEE 7th Power India International Conference (PIICON), pp. 1-4, 2016.

[17] Aktaibi and M. A. Rahman, "An Experimental Implementation of thedq-Axis Wavelet Packet Transform Hybrid Technique for Three-Phase Power Transformer Protection," IEEE Transactions on Industry Applications, vol. 50, no. 4, pp. 2919-2927, 2014.

[18] M. F. Abbas and L. Zhiyuan, "Inrush current discrimination in power transformer differential protection using wavelet packet transform based technique," IEEE PES Asia-Pacific Power and Energy Engineering Conference, pp. 944-948, 2016.

[19] Xiangning Lin, , Hanli Weng and Bin Wang, "Identification of Cross-Country Fault of Power Transformer for Fast Unblocking of Differential Protection," IEEE Transactions on Power Delivery, Vols. 24, no. 3, no. 3, pp. 1079 - 1086, July 2009.

[20] Y. G. Paithankar, Fundamental of Power System Protection, India, : PHI Limited, 2003.

How to cite this paper

Kritika Sahu, Anand V. Bakshi "Review on an Intelligent Protection Algorithm for Unsymmetrical Phase Shifting Transformers" Iconic Research And Engineering Journals Volume 5 Issue 11 2022 Page 215-223
Kritika Sahu, Anand V. Bakshi "Review on an Intelligent Protection Algorithm for Unsymmetrical Phase Shifting Transformers" Iconic Research And Engineering Journals, vol. 5, no. 11, May. 2022
Kritika Sahu, Anand V. Bakshi (2022). Review on an Intelligent Protection Algorithm for Unsymmetrical Phase Shifting Transformers. Iconic Research And Engineering Journals, 5(11).
Kritika Sahu, Anand V. Bakshi "Review on an Intelligent Protection Algorithm for Unsymmetrical Phase Shifting Transformers" Iconic Research And Engineering Journals, vol. 5, no. 11, May. 2022.
@article{1703473,
      author = {Kritika Sahu, Anand V. Bakshi},
      title = {Review on an Intelligent Protection Algorithm for Unsymmetrical Phase Shifting Transformers},
      journal = {Iconic Research And Engineering Journals},
      year = {2022},
      volume = {5},
      number = {11},
      pages = {215-223},
      issn = {2456-8880},
      url = {https://www.irejournals.com/formatedpaper/17034731.pdf},
      abstract = {This abstract illustrates differential protection philosophy for indirect unsymmetrical phase shifting transformer (IUPST) by using combined wavelet transform principal component analysis (PCA) and support vector machine (SVM). Discrimination between interval fault and magnetizing inrush condition is a very challenging task in IUPST differential protection scheme. Therefore, discrete wavelet transform is used to extract the feature from the relaying signal (i.e. differential current) and the features of the relaying signal is used to train and test the SVM. The IUPST is modelled in PSCAD/EMTDC software to obtain the relaying under different operating conditions. The proposed algorithm is evaluated in MATLAB under forward and backward mode of PST operation and the tested data is simulated in PSCAD/EMTDC by varying inception angle, fault position, tap positions, loading conditions of IUPST. Results shows that the proposed algorithm is stable, reliable and selective under different operating conditions of IUPST.},
      keywords = {Indirect Unsymmetrical Phase Shifting Transformer (IUPST), Principal Component Analysis (PCA), Support Vector Machine (SVM).},
      month = {May},
  }