Optimal Coordination of Distance and Two-Level Directional Overcurrent Relays for Renewable Energy-Integrated Power Networks Using Enhanced Red-Tailed Hawk Algorithm
Source abstract
Abstract
Optimal coordination of distance and directional overcurrent relays (DR–DOCR) aims to achieve a fast, selective, and reliable protection scheme for transmission and sub-transmission systems. However, it constitutes a complex, nonlinear, and highly constrained optimization problem. In particular, single-setting DOCR characteristics used in conventional DR-DOCR coordination introduce additional challenges in lowering relay operating times while satisfying the coordination time interval (CTI) constraint. To address this issue, this paper proposes a novel DR-DOCR coordination approach that leverages a two-level DOCR characteristic. The objective is to exploit this characteristic, which partitions the relay curve into primary and backup protection regions in a highly flexible manner, thereby enabling easier avoidance of CTI violations. In addition, an enhanced variant of the red-tailed hawk algorithm, called ERTH, has been newly developed to solve this challenging problem. The proposed method is validated on versions of the 8-bus and 33-kV portion of the 30-bus power networks that have been modified to include renewable energy sources. Results demonstrate that the proposed method achieves total relay operating times of 23.681 s and 70.742 s for the 8-bus and 30-bus power systems, respectively. These values correspond to an 80.4% and 81.2% reduction compared to the conventional coordination scheme optimized by the ERTH algorithm, which yields 120.702 s and 376.757 s, respectively. Moreover, the ERTH algorithm exhibits superior performance in attaining near-global optimal solutions compared to the original RTH and other competitive optimization algorithms. In particular, for the 30-bus system under the conventional coordination scheme, the second-best result after ERTH is obtained by the teaching-learning-based optimization algorithm with a total relay operating time of 415.885 s. This indicates a 9.4% improvement achieved by ERTH (376.757 s) and a significantly higher improvement of 83% (70.742 s) achieved by the proposed strategy integrating ERTH with the two-level DOCR-based coordination scheme.
Source: crossref · Quality: baseline
Research context
OpenAlex topics: Power Systems Fault Detection · Optimal Power Flow Distribution · HVDC Systems and Fault Protection
SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.
Affiliations
Department of Electrical and Electronics Engineering, Graduate Education Institute, Tokat Gaziosmanpaşa University, 60150 Tokat, Türkiye
Department of Electrical and Electronics Engineering, Faculty of Engineering and Architecture, Tokat Gaziosmanpaşa University, 60150 Tokat, Türkiye
References (48)
Show source-provided references
1. Optimal coordination of distance relays and non-standard characteristics for directional overcurrent relays using a modified African vultures optimization algorithm10.1049/gtd2.12833 ↗
2. Abdelhamid, M., Kamel, S., Korashy, A., Tostado-Véliz, M., Banakhr, F.A., and Mosaad, M.I. (2021). An adaptive protection scheme for coordination of distance and directional overcurrent relays in distribution systems based on a modified school-based optimizer. Electronics, 10.10.3390/electronics10212628 ↗
3. A new and effective directional overcurrent relay coordination approach for IIDG-based distribution networks using different setting groups for peak and off-peak demand periods10.1016/j.epsr.2024.111017 ↗
4. (2009). Measuring Relays and Protection Equipment—Part151: Functional Requirements for over/Under Current Protection (Standard No. IEC 60255-151–2009).
5. Optimal coordination of distance and overcurrent relays considering a non-standard tripping characteristic for distance relays10.1049/iet-gtd.2015.1087 ↗
6. A new coordination scheme of directional overcurrent and distance protection relays considering time-voltage-current characteristics10.1016/j.ijepes.2023.109091 ↗
7. Coordination of distance and directional overcurrent relays using an extended continuous domain ACO algorithm and an hybrid ACO algorithm10.1016/j.epsr.2019.01.032 ↗
8. An improved seagull optimization algorithm for optimal coordination of distance and directional over-current relays10.1016/j.eswa.2022.116931 ↗
9. Coordination of distance and directional overcurrent relays using a new algorithm: Grey wolf optimizer
10. Optimal coordination of directional overcurrent relays and distance relays using different optimization algorithms10.1007/s00202-023-01869-5 ↗
11. Optimal protection coordination in the micro-grid including inverter-based distributed generations and energy storage system with considering grid-connected and islanded modes10.1016/j.epsr.2020.106317 ↗
12. Optimal Coordination of Directional Overcurrent Relays Using an Exponential-Based Non-Standard Characteristic and the Nutcracker Optimizer
13. Coordination of mixed distance and directional overcurrent relays: Miscoordination elimination by utilizing dual characteristics for DOCR s10.1002/etep.2762 ↗
14. OptiCoord: Advancing directional overcurrent and distance relay coordination with an enhanced equilibrium optimizer10.1016/j.heliyon.2024.e26366 ↗
15. A new communication-free dual setting protection coordination of microgrid10.1109/TPWRD.2020.3041753 ↗
16. Highly sensitive and fast microgrid protection using optimal coordination scheme and nonstandard tripping characteristics10.1016/j.ijepes.2020.106756 ↗
17. Optimal directional overcurrent relay coordination in interconnected networks considering user-defined PWL characteristic curve10.1007/s13369-021-06048-x ↗
18. Optimal coordination of DOCRs in interconnected networks using shifted user-defined two-level characteristics10.1016/j.ijepes.2022.108298 ↗
19. Effect of DG penetration on hybrid relay coordination using user-defined dual-setting directional overcurrent relays and distance relays10.1080/23080477.2024.2403257 ↗
20. Mechanistic insights and risk evaluation of thermal runaway in lithium-ion batteries under coupled temperature-rate conditions10.1016/j.cej.2026.174210 ↗
21. Comprehensive experimental research on wrapping materials influences on the thermal runaway of lithium-ion batteries10.48130/emst-0025-0005 ↗
22. Rajaei, N. (2015). Fault Current Management in Power Systems Using Inverter-Based Distributed Generators. [Ph.D. Thesis, University of Waterloo].10.1109/PESGM.2015.7286397 ↗
23. A harmonic time-current-voltage directional relay for optimal protection coordination of inverter-based islanded microgrids
24. Red-tailed hawk algorithm for numerical optimization and real-world problems10.1038/s41598-023-38778-3 ↗
25. Applied linguistics with red-tailed hawk optimizer-based ensemble learning strategy in natural language processing10.1109/ACCESS.2023.3331061 ↗
26. Almousa, M.T., Gomaa, M.R., Ghasemi, M., and Louzazni, M. (2024). Single-Sensor Global MPPT for PV System Interconnected with DC Link Using Recent Red-Tailed Hawk Algorithm. Energies, 17.10.3390/en17143391 ↗
27. Arctic puffin optimization: A bio-inspired metaheuristic algorithm for solving engineering design optimization10.1016/j.advengsoft.2024.103694 ↗
28. Electric eel foraging optimization: A new bio-inspired optimizer for engineering applications10.1016/j.eswa.2023.122200 ↗
29. Golden jackal optimization: A novel nature-inspired optimizer for engineering applications10.1016/j.eswa.2022.116924 ↗
30. Grey wolf optimizer10.1016/j.advengsoft.2013.12.007 ↗
31. Honey Badger Algorithm: New metaheuristic algorithm for solving optimization problems10.1016/j.matcom.2021.08.013 ↗
32. A novel metaheuristic optimizer inspired by behavior of jellyfish in ocean
33. Kepler optimization algorithm: A new metaheuristic algorithm inspired by Kepler’s laws of planetary motion10.1016/j.knosys.2023.110454 ↗
34. Mantis Search Algorithm: A novel bio-inspired algorithm for global optimization and engineering design problems10.1016/j.cma.2023.116200 ↗
35. Kennedy, J., and Eberhart, R. (1995, January 27). Particle swarm optimization. IEEE International Conference on Neural Networks, Perth, WA, Australia.
36. Teaching–learning-based optimization: A novel method for constrained mechanical design optimization problems10.1016/j.cad.2010.12.015 ↗
37. Arteaga, G., Candelo-Becerra, J.E., Montano, J., Revelo-Fuelagán, J., and Hoyos, F.E. (2026). Edge Computing Architecture for Optimal Settings of Inverse Time Overcurrent Relays in Mesh Microgrids. Electricity, 7.10.3390/electricity7010014 ↗
38. Shen, Z., Sun, Z., Bi, Y., and Sun, Z. (2025). A Chaos-Initiated and Adaptive Multi-Guide Control-Based Crayfish Optimization Algorithm for Image Analysis. Symmetry, 17.10.3390/sym17111940 ↗
39. Al-Bhadely, F., and İnan, A. (2023). Improving directional overcurrent relay coordination in distribution networks for optimal operation using hybrid genetic algorithm with sequential quadratic programming. Energies, 16.10.3390/en16207031 ↗
40. Hybrid whale optimization algorithm and grey wolf optimizer algorithm for optimal coordination of direction overcurrent relays10.1080/15325008.2019.1602687 ↗
41. Adaptive fuzzy directional bat algorithm for the optimal coordination of protection systems based on directional overcurrent relays10.1016/j.epsr.2022.108619 ↗
42. Adaptive differential evolution algorithm for solving non-linear coordination problem of directional overcurrent relays10.1049/iet-gtd.2012.0110 ↗
43. Water cycle algorithm for optimal overcurrent relays coordination in electric power systems10.1007/s00500-019-03826-6 ↗
44. Slime mould algorithm constrained by the relay operating time for optimal coordination of directional overcurrent relays using multiple standardized tripping curves10.1007/s00521-021-05879-x ↗
45. Optimal protection coordination for inverter dominated islanded microgrids considering N-1 contingency10.1109/TPWRD.2021.3108760 ↗
46. Optimal overcurrent relay coordination: Balancing costs, time performance and generator placement in fault current limiter optimization10.1049/gtd2.13136 ↗
47. A creative approach for the protection coordination of microgrids considering parallel events via the pyramidal grouping technique10.1038/s41598-025-30013-5 ↗
48. Online transient stability assessment implementing the weighted least-square support vector machine with the consideration of protection relays10.23919/PCMP.2023.000032 ↗