Overcurrent Coordination by Eel Swarm Optimization Algorithm

Document Type : Research Paper

Authors

1 Faculty of Electrical and Computer Engineering, Semnan University, Semnan, Iran.

2 Department of Electrical Engineering Kerman Branch, Islamic Azad University, Kerman, Iran.

Abstract

In recent years, the complexity of modern distribution systems has increased due to the integration of dispersed generation resources. Coordinating directional overcurrent relays (DOCR) for protecting these systems poses a challenging optimization problem. This study introduces the Eel Swarm Optimization Algorithm (ESOA) to address this issue. Inspired by eels' hunting behavior, ESOA effectively explores the solution space. Testing on various error scenarios in 3-bus and 15-bus systems demonstrates ESOA's superior performance in reducing primary relay performance time compared to other optimization algorithms. The algorithm demonstrates proficiency in ensuring synchronization between primary relay pairs and backup relays, reducing the time difference in coordination.

Keywords

Main Subjects


[1] S.P. Ramli, H. Mokhlis, W.R. Wong, M.A. Muhammad, N.N. Mansor,” Optimal coordination of directional overcurrent relay based on combination of firefly algorithm and linear programming”, Ain Shams Eng J, 13 (6) (2022), p. 101777
 [2].T.P. Sari, A. Priyadi, M. Pujiantara, M.H. Purnomo,” Enhancing the coordination of reverse power, overcurrent, under frequent, and under-voltage relays using transient stability analysis in real plant applications “, Ain Shams Eng J, 11 (2020), pp. 1-9, 10.1016/j.asej.2019.06.001
 [3] .M.V. Tejeswini, I. Jacob Raglend, T. Yuvaraja, B.N. Radha,”An advanced protection coordination technique for solar in-feed distribution systems Ain Shams Eng J, 10 (2019), pp. 379-388, 10.1016/j.asej.2019.04.003
 [4] .F. Wadie, E. Abdulgawad, A. Mousa Abd-Allah,” Adaptive real-time protection scheme for distribution networks with high penetration levels of renewable energy resources “Ain Shams Eng J, 14 (7) (2023), p. 102005
 [5] Ali R. Al-Roomi, El-Hawar Mohamed E. Optimal coordination of directional overcurrent relays using BBO when electromechanical, static, digital, and numerical relays all exist. IEEE Electric Power and Energy Conference (EPEC). 09-10 November 2020. DOI: 10.1109/EPEC48502.2020.9319922.
[6]-  Wael Abdelfattah,  Andrew Nagy, Artificial intelligence based optimal coordination of directional overcurrent relay in distribution systems considering a vehicle to grid technology,” Ain Shams Engineering Journal4 July 2023
[7]-  Oussama Merabet_,  Mohamed Bouchahdane,” Optimal coordination of directional overcurrent relays in complex networks using the Elite marine predators algorithm,” Electric Power Systems Research12 May 2023
 [8] H.B. Elrefaie, M.R. Irving, S. Zitouni, A parallel processing algorithm for co-ordination of directional overcurrent relays in interconnected power systems, IEEE
Proc. Gen. Trans. Distrib. 141 (5) (1994) 514–520.
[9] D. Birla, R.P. Maheshwari, 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. 21 (2006) 1176–1182.
[10] V. Ravikumar Pandi, H.H. Zeineldin, W. Xiao, Determining optimal location and size of distributed generation resources considering harmonic and protection coordination limits, IEEE Trans. Power Syst. 28 (2013) 1245–1254.
[11] F. Razavi, H.A. Abyaneh, M. Al-Dabbagh, R. Mohammadi, H. Torkaman, A new comprehensive genetic algorithm method for optimal overcurrent relays coordination, Elect. Power Syst. Res. 78 (4) (2008) 713–720.
[12] P.P. Bedekar, S.R. Bhide, Optimum coordination of directional overcurrent relays using the hybrid GA-NLP approach, IEEE Trans. Power Deliv. 26 (2011) 109–119.
[13] T. Amraee, Coordination of directional overcurrent relays using seeker algorithm, IEEE Trans. Power Deliv. 27 (2012) 1415–1422.
[14] M. Singh, B.K. Panigrahi, A.R. Abhyankar, Optimal coordination of directional overcurrent relays using teaching learning-based optimization (TLBO) algorithm, Int. J. Elect. Power Energy Syst. 50 (2013) 33–41.
[15] A.S. Noghabi, J. Sadeh, H.R. Mashhadi, Considering different network typologies in optimal overcurrent relay coordination using a hybrid GA, IEEE Trans. Power Deliv. 24 (4) (2009) 1857–1863.
[16] T.R. Chelliah, R. Thangaraj, S. Allamsetty, M. Pant, Coordination of directional overcurrent relays using opposition based chaotic differential evolution algorithm, Electric Power Energy Syst. 55 (2014) 341–350.
[17] M.H. Hussain, I. Musirin, A.F. Abidin, S.R. Abdul Rahim, Solving directional Overcurrent relay coordination problem using artificial bees colony, Int. J. Electr. Electron. Sci. Eng. 8 (5) (2014) 705–710.
[18] F.A. Albasri, A.R. Alroomi, J.H. Talaq, Optimal coordination of directional overcurrent relays using biogeography-based optimization algorithms, IEEE Trans.Power Del 30 (4) (2015) 1810–1820.
[19] Z. Moravej, F. Adelnia, F. Abbasi, Optimal coordination of directional overcurrent relays using NSGA-II, Elect. Power Syst. Res. 119 (2015) 228–236.
[20] J. Radosavljević, M. Jevtić, Hybrid GSA-SQP algorithm for optimal coordination of directional overcurrent relays, IET Gen. Trans. Distrib. 10 (8) (2016) 1928–1937.
[21] A. Ahmarinejad, S.M. Hasanpour, M. Babaei, M. Tabrizian, Optimal overcurrent relays coordination in microgrid using cuckoo algorithm, Energy Proc. 100 (2016) 280–286.
[22] A. Srivastava, J.M. Tripathi, S.R. Mohanty, B. Panda, Optimal over-current relay coordination with distributed generation using hybrid particle swarm optimization gravitational search algorithm, Electric Power Comput. Syst. 44 (5) (2016) 506–517.
[23] D. Saha, A. Datta, P. Das, Optimal coordination of directional overcurrent relays in power systems using symbiotic organism search optimization technique, IET Gen. Trans. Distrib. 10 (11) (2016) 2681–2688.
[24] H.R.E.H. Bouchekara, M. Zellagui, M.A. Abido, Optimal coordination of directional overcurrent relays using a modified electromagnetic field optimization algorithm, Appl. Soft Comput. 54 (2017) 267–283.
[25] D. Solati Alkaran, M.R. Vatani, M.J. Sanjari, G.B. Gharehpetian, M.S. Naderi, Optimal overcurrent relay coordination in interconnected networks by using fuzzy-based GA Method, IEEE Trans. Smart Grid 9 (July (4)) (2018) 3091–3101.
[26] Z. Jamal, M.H. Sulaiman, O. Aliman, Z. Mustaffa, Optimal overcurrent relays coordination using an improved grey wolf optimizer, Int. J. Adv. Comp. Sc. Appl. 9(11) (2018) 117–125.
[27] A.Y. Hatata, A. Lafi, Ant lion optimizer for optimal coordination of directional overcurrent relays in distribution systems containing DGs, IEEE Access. 6 (2018) 72241–72252.
[28] A. Tjahjono, et al., Adaptive modified firefly algorithm for optimal coordination of overcurrent relays, IET Gen. Trans. Distrib. 11 (10) (2017) 2575–2585.
[29] T. Khurshaid, A. Wadood, S. Gholami Farkoush, C. Kim, J. Yu, S. Rhee, Improved firefly algorithm for the optimal coordination of directional overcurrent relays, IEEE Access. 7 (2019) 78503–78514.
[30] T. Khurshaid, A. Wadood, S. Gholami Farkoush, J. Yu, C. Kim, S. Rhee, An improved optimal solution for the directional overcurrent relays coordination using hybridized whale optimization algorithm in complex power systems, IEEE Access. 7 (2019) 90418–90435.
[31] S.T.P. Srinivas, K. Shanti Swarup, A new mixed integer linear programming formulation for protection relay coordination using disjunctive inequalities, IEEE Power Energy Tech. Syst. J. 6 (June (2)) (2019) 104–112.
[32] Y. Damchi, M. Dolatabadi, H.R. Mashhadi, J. Sadeh, MILP approach for optimal coordination of directional overcurrent relays in interconnected power systems, Electric Power Syst. Res. 158 (2018) 267–274.
[33] A. Korashy, Salah Kamel, Abdel-Raheem Youssef, Francisco Jurado, Modified water cycle algorithm for optimal direction overcurrent relays coordination, Appl. Soft Comput. 74 (2019) 10–25.
[34] J. Yu, C. Kim, S. Rhee, Oppositional jaya algorithm with distance-adaptive coefficient in solving directional overcurrent relays coordination problem, IEEE Access. 7 (2019) 150729–150742.
[35] S. Mirjalili, SCA: a sine cosine algorithm for solving optimization problems, Knowl. Based Syst. 96 (2016) 120–133.
[36] D.R. Nayak, R. Dash, B. Majhi, S. Wang, Combining extreme learning machine with modified sine cosine algorithm for detection of pathological brain, Comput. Electr. Eng. 68 (2018) 366–380.
[37] R. Mohammadi, H.A. Abyaneh, H.M. Rudsari, et al., Overcurrent relays coordination considering the priority of constraints, IEEE Trans. Power Deliv. 26 (3) (2011) 1927–1938.
[38] M.N. Alam, B. Dash, V. Pant, A comparative study of metaheuristic optimization approaches for directional overcurrent relays, Electric Power Syst. Res. 128 (2015) 39–52.
[39] Sunil Kumar Maurya, Atul Kumar Soni, Abheejeet Mohapatra, Ankush Sharma, Optimal single settings based relay coordination in DC microgrids for line faults, International Journal of Electrical Power & Energy Systems, Volume 156, February 2024, 109708.