Implementation of Optimization Algorithms for the Creation of a Real-Time Coordination System for Overcurrent Relays

Authors

  • Vijaykumar S. Kamble Research Scholar, Department of Electrical Engineering, School of Engineering, SSSUTMS, Sehore, M.P.(India)
  • Brajesh Mohan Gupta Professor, Department of Electrical Engineering, School of Engineering, SSSUTMS, Sehore, M.P.(India)
  • Prabodh Khampariya Professor, Department of Electrical Engineering, School of Engineering, SSSUTMS, Sehore, M.P.(India)
  • Amol A. Kalage Professor, Department of Electrical Engineering, SIT, Lonavala, Pune(India)

Keywords:

ACO, DE, GA, Optimization, Overcurrent Relays

Abstract

DE and ACO were chosen based on their documented superior performance across diverse literature, and their novelty in the security industry, where no prior implementation attempts had been made. Various approaches exist for coordinating overcurrent relays, each offering unique performance advantages that distinguish it from others. As the number of coordination pairings grew, so did GA exhibited the least favorable outcomes, proving to be the slowest with the greatest impact on execution time. This observation was derived from a comparative analysis of the outputs of the three algorithms. In contrast, ACO and DE not only demonstrated superior speed but also consistently yielded better results, showcasing resilience to an escalation in the number of coordination pairs.

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References

Mohamed M. Mansour, Said F. Mekhamer, and Nehad El-Sherif El-Kharbawe, "A modified particle swarm optimizer for the coordination of directional overcurrent relays", IEEE Transactions on Power Delivery, vol. 22, No.3, pp. 1400-1410, July 2007.

Reza Mohammadi, Hossein Askarian Abyaneh, Farzad Razavi, Majid Al- Dabbagh, Seyed H. H. Sadeghi, "Optimal relays coordination efficient method in interconnected power systems", Journal of Electrical Engineering, vol. 61, No. 2, pp. 75-83, 2010.

Kamble, V. S., Khampariya, P., & Kalage, A. A.(2023). “A Survey on the Development of Real-Time Overcurrent Relay Coordination Using an Optimization Algorithm.” International Journal of Intelligent Systems and Applications in Engineering, vol. 11(3s), 104–114

Manohar Singh, B. K. Panigrahi, "Optimal overcurrent relay coordination in distribution system", IEEE, 2011.

Kamble, V. S., Khampariya, P., & Kalage, A. A.(2023). “Application of optimization algorithms in the development of a real-time coordination system for overcurrent relays.” The Scientific Temper (2023) Vol. 14 (1): 165-171

Dharmendra Kumar Singh and S. Gupta, "Optimal coordination of directional overcurrent relays: A genetic algorithm approach", IEEE Students' Conference on Electrical, Electronics and Computer Science, 2012.

A. Motie Girjandi, M. Pourfallah, "Optimal coordination of overcurrent relays by mixed genetic and particle swarm optimization algorithm and comparison of both", International Conference on Signal, Image Processing and Applications, vol. 21, 2011 IACSIT Press, Singapore.

J. A. Sueiro, E. Diaz-Dorado, E. Míguez, and J. Cidrás, “Coordination of directional overcurrent relay using evolutionary algorithm and linear programming,” Int. J. Electr. Power Energy Syst., vol. 42, pp. 299–305, 2012.

D. Birla, R. P. Maheshwari, and H. O. Gupta, “A new nonlinear directional overcurrent relay coordination technique, and banes and boons of near-end faults-based approach,” IEEE Trans. Power Deliv., vol. 21, pp. 1176–1182, 2006.

K. A. Saleh, H. H. Zeineldin, A. Al-Hinai, and E. F. El-Saadany, “Optimal Coordination of Directional Overcurrent Relays Using a New Time–Current– Voltage Characteristic,” IEEE Trans. Power Deliv., vol. 30, pp. 537–544, 2015.

P. P. Bedekar and S. R. Bhide, “Optimum Coordination of Directional Overcurrent Relays Using the Hybrid GA-NLP Approach,” IEEE Trans. Power Deliv., vol. 26, no. 1, pp. 109–119, Jan. 2011.

Y. Damchi, J. Sadeh, and H. Mashhadi, “Applying Hybrid Interval Linear Programming and Genetic Algorithm to Coordinate Distance and Directional Over- current Relays,” Electr. Power Components Syst., vol. 44, pp. 1–12, 2016.

M. Singh, B. Panigrahi, A. R. Abhyankar, and S. Das, “Optimal coordination of directional over-current relays using informative differential evolution algorithm,” J. Comput. Sci., vol. 5, pp. 269–276, 2014.

M. Y. Shih and A. Conde, “Implementation of Directional Overcurrent Relay Coordination Approaches in Electrical Networks,” Electr. Power Components Syst., vol. 43, no. 19, pp. 2131–2145, 2015.

A. Srivastava, J. Tripathi, S. R. Mohanty, and B. Panda, “Optimal Overcurrent Relay Coordination with Distributed Generation Using Hybrid Particle Swarm Optimization– Gravitational Search Algorithm,” Electr. Power Components Syst., vol. 44, pp. 1–12, 2016.

M. Singh, B. K. Panigrahi, and A. R. Abhyankar, “Optimal coordination of directional over-current relays using Teaching Learning-Based Optimization (TLBO) algorithm,” Int. J. Electr. Power Energy Syst., vol. 50, no. Complete, pp. 33–41, 2013.

A. A. Kalage and N. D. Ghawghawe, “Optimum Coordination of Directional Overcurrent Relays Using Modified Adaptive Teaching Learning Based Optimization Algorithm,” Intell. Ind. Syst., vol. 2, no. 1, pp. 55–71, Mar. 2016.

F. A. Albasri, A. R. Alroomi, and J. H. Talaq, “Optimal Coordination of Directional Overcurrent Relays Using Biogeography-Based Optimization Algorithms,” IEEE Trans. Power Deliv., vol. 30, no. 4, pp. 1810–1820, Aug. 2015.

V. N. Rajput, F. Adelnia, and K. S. Pandya, “Optimal coordination of directional overcurrent relays using improved mathematical formulation,” IET Gener. Transm. Distrib., vol. 12, no. 9, pp. 2086–2094, 2018.

M. Singh, B. Panigrahi, and A. R. Abhyankar, “Optimal coordination of electromechanical- based overcurrent relays using artificial bee colony algorithm,” Int. J. Bio- Inspired Comput., vol. 5, pp. 267–280, 2013.

T. Amraee, “Coordination of Directional Overcurrent Relays Using Seeker Algorithm,” IEEE Trans. Power Deliv., vol. 27, no. 3, pp. 1415–1422, Jul. 2012.

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Published

25.12.2023

How to Cite

Kamble, V. S. ., Gupta, B. M. ., Khampariya, P. ., & Kalage, A. A. . (2023). Implementation of Optimization Algorithms for the Creation of a Real-Time Coordination System for Overcurrent Relays. International Journal of Intelligent Systems and Applications in Engineering, 12(2), 410–417. Retrieved from https://ijisae.org/index.php/IJISAE/article/view/4284

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Section

Research Article