184
Views
0
CrossRef citations to date
0
Altmetric
Research Articles

Six Phase Transmission Line Protection Using Bat Algorithm Tuned Stacked Sparse Autoencoder

, , ORCID Icon &
Pages 113-130 | Received 25 Dec 2020, Accepted 23 Dec 2022, Published online: 12 Jan 2023

References

  • L. D. Barthold and H. C. Barnes, “High-phase order transmission,” Electra, vol. 24, pp. 139–153, 1972.
  • J. R. Stewart and I. S. Grant, “High phase order-ready for application,” IEEE Trans. Power APP. Syst., vol. PAS-101, no. 6, pp. 1757–1767, 1982. DOI: 10.1109/TPAS.1982.317229.
  • A. Apostolov and W. George, “Protecting NYSEG's six-phase transmission line,” IEEE Comput. Appl. Power, vol. 5, no. 4, pp. 33–36, 1992. DOI: 10.1109/67.160044.
  • S. S. Venkata, et al., “EPPC-A computer program for six-phase transmission line design,” IEEE Trans. Power APP. Syst., vol. PAS-101, no. 7, pp. 1859–1869, 1982. DOI: 10.1109/TPAS.1982.317457.
  • J. R. Stewart an and d D. Wilson, “High phase order transmission–a feasibility analysis part I–steady state considerations,” IEEE Trans. Power APP. Syst., vol. PAS-97, no. 6, pp. 2300–2307, 1978. DOI: 10.1109/TPAS.1978.354734.
  • J. R. Stewart an and d D. Wilson, “High phase order transmission–a feasibility analysis part II—over voltages and insulation requirements,” IEEE Trans. Power APP. Syst., vol. PAS-97, no. 6, pp. 2308–2317, 1978. DOI: 10.1109/TPAS.1978.354735.
  • S. N. Tiwari and L. P. Singh, “Mathematical modelling and analysis of multi-phase systems,” IEEE Trans. Power APP. Syst., vol. PAS-101, no. 6, pp. 1784–1793, 1982. DOI: 10.1109/TPAS.1982.317232.
  • J. R. Stewart, E. Kallaur and I. S. Grant, “Economics of EHV high phase order transmission,” IEEE Trans. Power APP. Syst., vol. PAS-103, no. 11, pp. 3386–3392, 1984. DOI: 10.1109/TPAS.1984.318602.
  • S. P. Nanda, S. N. Tiwari and L. P. Singh, “Fault analysis of six-phase systems,” Electric Power Syst. Research, vol. 4, no. 3, pp. 201–211, 1981. DOI: 10.1016/0378-7796(81)90024-9.
  • B. J. Pierre, “High phase order transmission line fault types,” Electric Power Components Systems, vol. 47, no. 18, pp. 1667–1676, 2019. DOI: 10.1080/15325008.2019.1689456.
  • W. S. Abu-Elhaija and F. K. Amoura, “Fault analysis of six phase power system using six phase symmetrical components,” Electric Power Compon. Syst., vol. 33, no. 6, pp. 657–671, 2005. DOI: 10.1080/15325000590885423.
  • R. V. Rebbapragada, H. Panke, H. J. Pierce, J. R. Stewart and L. J. Oppel, “Selection and application of relay protection for six phase demonstration project,” IEEE Trans. Power Delivery, vol. 7, no. 4, pp. 1900–1911, 1992. DOI: 10.1109/61.156993.
  • A. P. Apostolov and R. G. Raffensperger, “Relay protection operation for faults on NYSEG's six-phase transmission line,” IEEE Trans. Power Deliver., vol. 11, no. 1, pp. 191–196, 1996. DOI: 10.1109/61.484016.
  • M. A. Redfern, H. T. Angove and J. I. Barrett, “The application of non-unit protection to six-phase transmission lines,” in 2nd International Conference on Advances in Power System Control, Operation and Management, pp. 607–612, 1993.
  • M. A. Redfern, “Applying distance relays to protect six-phase ac transmission lines,” in Sixth International Conference on Developments in Power System Protection, pp. 222–226, 1997.
  • A. A. Hajjar and M. M. Mansour, “A microprocessor and wavelets based relaying approach for on line six-phase transmission lines protection,” in Proceedings of 41st International Universities Power Engineering Conference, 2006. pp. 819–823, DOI: 10.1109/UPEC.2006.367594.
  • A. A. Hajjar, M. M. Mansour, H. E. Talaat and S. O. Faried. “Distance protection for six-phase transmission lines based on fault induced high frequency transients and wavelets,” in Canadian Conference on Electrical and Computer Engineering Winnipeg, pp.7–11, 2002.
  • E. Koley, A. Yadav and A. S. Thoke, “A new single‐ended artificial neural network‐based protection scheme for shunt faults in six‐phase transmission line,” Int. Trans. Electr. Energ. Syst, vol. 25, no. 7, pp. 1257–1280, 2015. DOI: 10.1002/etep.1901.
  • E. Koley, K. Verma and S. Ghosh, “An improved fault detection classification and location scheme based on wavelet transform and artificial neural network for six phase transmission line using single end data only,” Springer Plus, vol. 4, no. 1, pp. 551, 2015. DOI: 10.1186/s40064-015-1342-7.
  • E. Koley, K. Verma and S. Ghosh, “A modular neuro-wavelet based non-unit protection scheme for zone identification and fault location in six-phase transmission line,” Neural Comput. Appl., vol. 28, no. 6, pp. 1369–1385, 2017. DOI: 10.1007/s00521-016-2566-3.
  • S. K. Shukla, E. Koley and S. Ghosh, “A hybrid wavelet–APSO–ANN-based protection scheme for six-phase transmission line with real-time validation,” Neural Comput. Appl., vol. 31, no. 10, pp. 5751–5765, 2019. DOI: 10.1007/s00521-018-3400-x.
  • S. K. Shukla, E. Koley, S. Ghosh and D. K. Mohanta, “Enhancing the reliability of six-phase transmission line protection using power quality informatics with real-time validation,” Int. Trans. Elect. Energy Systems, vol. 29, no. 9, pp. 1–21, 2019. DOI: 10.1002/2050-7038.12048.
  • J. Arrillaga and N. R. Watson, Power System Harmonics. John Chichester, England: Wiley & Sons, 2004.
  • T. W. Cease and S. A. Kunsman, “Protective relaying and power quality,” IEEE PSRC Work. Group Report, vol. 1, no. 65, 2003.
  • T. M. Ortmeyer and K. R. Chakravarthi, “The effects of power system harmonics on power system equipment and loads,” IEEE Trans. Power APP. Systems, vol. 104, no. 9, pp. 2555–2563, 1985. DOI: 10.1109/MPER.1985.5526463.
  • M. J. B. Reddy, D. V. Rajesh, P. Gopakumar and D. K. Mohanta, “Smart fault location for smart grid operation using RTUs and computational intelligence techniques,” IEEE Syst. J., vol. 8, no. 4, pp. 1260–1271, 2014. DOI: 10.1109/JSYST.2014.2303833.
  • R. Dubey, S. R. Samantaray, B. K. Panigrahi and V. G. Venkoparao, “Extreme learning machine based adaptive distance relaying scheme for static synchronous series compensator based transmission lines,” Electric Power Compon. Syst., vol. 44, no. 2, pp. 219–232, 2016. DOI: 10.1080/15325008.2015.1104563.
  • P. Tripathi, G. Pillai and H. O. Gupta, “Kernel-extreme learning machine-based fault location in advanced series-compensated transmission line,” Electric Power Components Syst., vol. 44, no. 20, pp. 2243–2255, 2016. DOI: 10.1080/15325008.2016.1220999.
  • K. Chandrasekaran, P. Kandasamy and S. Ramanathan, “Deep learning and reinforcement learning approach on microgrid,” Inter Trans. Electric. Ener. Syst., pp. 1–19, 2020. DOI: 10.1002/2050-7038.12531.
  • Y. Liu, Y. Zhu and K. Wu, “CNN-based fault phase identification method of double circuit transmission lines,” Electric Power Compon. Syst., vol. 48, no. 8, pp. 833–843, 2020. DOI: 10.1080/15325008.2020.1821836.
  • K. Chen, J. Hu and J. He, “Detection and classification of transmission line faults based on unsupervised feature learning and convolutional sparse auto encoder,” IEEE Trans. Smart Grid, vol. 9, no. 3, pp. 1–1, 2016. DOI: 10.1109/TSG.2016.2598881.
  • M. Manohar, E. Koley and S. Ghosh, “Enhancing the reliability of protection scheme for PV integrated microgrid by discriminating between array faults and symmetrical line faults using sparse auto encoder,” IET Renewable Power Generation, vol. 13, no. 2, pp. 308–317, 2019. DOI: 10.1049/iet-rpg.2018.5627.
  • A. Lin, Y. Tang, H. Tianfield, F. Qian and W. Zhong, “A novel approach to reconstruction-based saliency detection via convolutional neural network stacked with auto-encoder,” Neuro Computing, vol. 349, pp. 145–155, 2019. DOI: 10.1016/j.neucom.2019.01.041.
  • A. S. Qureshi, A. Khan, N. Shamim and M. H. Durad, “Intrusion detection using deep sparse auto-encoder and self-taught learning,” Neural Comput. Appl., vol. 32, no. 8, pp. 3135–3147, 2020. DOI: 10.1007/s00521-019-04152-6.
  • M. Mahdi and V. M. I. Genc, “Post-fault prediction of transient instabilities using stacked sparse auto encoder,” Electric Power Syst. Research, vol. 164, pp. 243–252, 2018. DOI: 10.1016/j.epsr.2018.08.009.
  • X. S. Yang, “A new metaheuristic bat-inspired algorithm,” Nature Inspired Cooperat. Strat. Optim., pp. 65–74, 2010. DOI: 10.1007/978-3-642-12538-6-6.
  • H. Setiadi, N. Mithulananthan, R. Shah, K. Y. Lee and A. U. Krismanto, “Resilient wide‐area multi‐mode controller design based on bat algorithm for power systems with renewable power generation and battery energy storage systems,” IET Gene. Transm. & Distrib., vol. 13, no. 10, pp. 1884–1894, 2019. DOI: 10.1049/iet-gtd.2018.6384.
  • L. Deotti, M. P. Pereira, J. L. R. da and I. C. Silva Junior, “Parameter extraction of photovoltaic models using an enhanced Lévy flight bat algorithm,” Energy Conversion Management, vol. 221, pp. 113114, 2020. DOI: 10.1016/j.enconman.2020.113114.
  • Q. Yang, N. Dong and J. Zhang, “An enhanced adaptive bat algorithm for microgrid energy scheduling,” Energy, vol. 232, pp. 121014, 2021. DOI: 10.1016/j.energy.2021.121014.
  • W. A. Ghanem and A. Jantan, “A new approach for intrusion detection system based on training multilayer perceptron by using enhanced Bat algorithm,” Neural Comput & Applic, vol. 32, no. 15, pp. 11665–11698, 2020. DOI: 10.1007/s00521-019-04655-2.
  • P. M. R. Bento, J. A. N. Pombo, M. R. A. Clados and J. P. S. Mariano, “Optimization of neural network with wavelet transform and improved data selection using bat algorithm for short-term load forecasting,” Neuro Comput., vol. 358, pp. 53–71, 2019. DOI: 10.1016/j.neucom.2019.05.030.

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.