IJAST

Enhancing Distance Relay Performance against High Impedance Faults Using Artificial Neural Networks

© 2026 by IJAST

Volume 4 Issue 2

Year of Publication : 2026

Author : Ahmed Saad Yahya.

: 10.5281/zenodo.20033776/IJAST-V4I2P112

Citation :

Ahmed Saad Yahya, 2026. "Enhancing Distance Relay Performance against High Impedance Faults Using Artificial Neural Networks" ESP International Journal of Advancements in Science & Technology (ESP-IJAST)  Volume 4, Issue 2: 101-106.

Abstract :

Conventional Mho relays for distance protection face several serious limitations especially in discriminating between HIF and heavy load situations in the transmission lines. Since the current in the case of HIF is extremely limited by the fault resistance, it usually bears similarities in electrical characteristics with heavy loading scenarios and thus leading to false tripping or relay underreach with serious consequences. In this paper, an advanced and very selective distance protection as well as fault location system for 100 kilometers long transmission line has been developed using the MATLAB/Simulink software. Specifically, the key innovation lies in the design of a sophisticated two-level supervisory discrimination algorithm that considers the measured phase impedance and the residual or ground current (Ig). In the event of balanced heavy load situation, even if the measured impedance becomes less than the zone setting of the relay (106.99 ohm), the residual current does not cross the critical value of 1.65 A and therefore prevents the relay from unnecessary operations. However, in case of real HIF scenario where the non-linear electric arc dynamic is assumed to be used to model the fault occurrence, the imbalance in the structure leads to the Ig exceeding 1.65 A and thus justifying the presence of fault and eventually activating the relay through AND gate logic design. Also, an artificial neural network has been incorporated into the system that estimates the autonomous fault location by using various transient waveforms of voltages and currents along the 100 km line.

References :

[1] J. Lewis Blackburn and Thomas J. Domin, Protective Relaying: Principles and Applications, CRC Press, 2015.

[2] Mladen Kezunovic, Jinfeng Ren, and Saeed Lotfifard, Design, Modeling and Evaluation of Protective Relays for Power Systems, Springer, 2016.

[3] C. García-Ceballos, S. Pérez-Londoño, and J. Mora-Flórez, Compensated fault impedance estimation for distance-based protection in active distribution networks, Int. J. Electr. Power Energy Syst. 151(1) (2023) 109114.

[4] D. Osorio-Vásquez, C. García-Ceballos, and J. Mora-Flórez, Enhanced distance-based protection for high impedance faults considering dynamic load modelling, Results Eng. 22(1) (2024) 102278.

[5] Loai Mohamed Ali El-Sayed, Doaa Khalil Ibrahim, and Mahmoud Ibrahim Gilany, Enhancing distance relay performance using wide-area protection for detecting symmetrical/unsymmetrical faults during power swings, Alex. Eng. J. 61(9) (2022) 6869–6886.

[6] A. G. Phadke and J. S. Thorp, Synchronized Phasor Measurements and Their Applications, 2nd ed. Cham, Switzerland: Springer, 2021.

[7] Yingyu Liang, Wulin Li, Zhengjie Lu, Guanjun Xu, and Cong Wang, A new distance protection scheme based on improved virtual measured voltage, IEEE Trans. Power Deliv. 35(2) (2019) 774–786.

[8] Vassilis C. Nikolaidis, Aristotelis M. Tsimtsios, and Anastasia S. Safigianni, Investigating particularities of infeed and fault resistance effect on distance relays, IEEE Access 6(1) (2018) 11301–11312.

[9] H. J. Altuve and J. B. Mooney, Advances in Transmission Line Protection Elements, Pullman, WA: SEL Engineering Press, 2022.

[10] Kuo-Hsiung Tseng, Wen-Shiow Kao, and Jia-Renn Lin, Load model effects on distance relay settings, IEEE Trans. Power Deliv. 18(4) (2003) 1140–1146.

[11] S. Velasco-Gómez, S. Pérez-Londoño, and J. Mora-Floréz, Unbalance compensated distance relay for active distribution networks, Energy Rep. 9(1) (2023) 438–446.

[12] Anmar Arif, Zhaoyu Wang, Jianhui Wang, et al., Load modeling—a review, IEEE Trans. Smart Grid 9(6) (2017) 5986–5999.

Keywords :

Power Systems Protection, Distance Relay, Mho Characteristics, High Impedance Fault (HIF), Loaded Conditions, Artificial Neural Networks (ANN).