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Erschienen in: Arabian Journal for Science and Engineering 3/2020

29.01.2020 | Research Article-Electrical Engineering

Improved Distance Relaying for Double-Circuit Lines Using Adaptive Neuro-Fuzzy Inference System

verfasst von: Tamer A. Kawady, Gamal M. Sowilam, Raed Shalwala

Erschienen in: Arabian Journal for Science and Engineering | Ausgabe 3/2020

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Abstract

Utilizing double-circuit lines may represent a challenge for distance relaying functions owing to the significant impacts of the mutual coupling among the adjacent conductors. This paper proposes a new adaptive distance relaying scheme for double-circuit transmission lines using fuzzy logic tuning. The scheme depends on two basic steps. First, the impacts of the mutual coupling of the adjacent conductors on the accuracy of the distance relaying core are minimized based on the decoupling feature of modal transformation. Then, a dedicated online intelligent tuning mechanism is utilized to precisely improve the relay reach. The adaptive neuro-fuzzy inference system is employed to realize an optimum design of the aimed tuning mechanism. A thorough investigation of the proposed scheme is performed utilizing a detailed modeling of a typical 400-kV interconnection system with both single- and double-circuit line segments. The electromagnetic transient program (ATP-EMTP) is employed for modeling the considered power system, whereas the protection scheme is constructed and tested using MATLAB. Finally, the performance of the proposed relaying scheme is investigated under different load conditions, various fault types and fault locations to visualize its efficacy precisely. As compared with conventional distance relaying core, the proposed adaptive distance scheme has a precise fault distance estimation with a reach error less than 6% of the total line length. Accordingly, a corrected declaration of the faulted zone is realized along the entire range of the protected line despite the added fault resistance, loading condition and fault type.

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Literatur
1.
Zurück zum Zitat Araújo, M.R.; Pereira, C.: Influence of mutual coupling modelling on the effectiveness of a distance relaying algorithm applicable to long parallel transmission lines. J. Eng. 12(10), 1043–1047 (2018) Araújo, M.R.; Pereira, C.: Influence of mutual coupling modelling on the effectiveness of a distance relaying algorithm applicable to long parallel transmission lines. J. Eng. 12(10), 1043–1047 (2018)
2.
Zurück zum Zitat IEEE Std C37-113-2015: IEEE guide for protective relay applications to transmission lines (Revision of IEEE Std C37.113-1999). IEEE (2016) IEEE Std C37-113-2015: IEEE guide for protective relay applications to transmission lines (Revision of IEEE Std C37.113-1999). IEEE (2016)
3.
Zurück zum Zitat Bhalja, B.R.; Maheshwari, R.P.: High-resistance faults on two terminal parallel transmission line: analysis, simulation studies, and an adaptive distance relaying scheme. IEEE Trans. Power Deliv. 22(2), 801–812 (2007)CrossRef Bhalja, B.R.; Maheshwari, R.P.: High-resistance faults on two terminal parallel transmission line: analysis, simulation studies, and an adaptive distance relaying scheme. IEEE Trans. Power Deliv. 22(2), 801–812 (2007)CrossRef
4.
Zurück zum Zitat Makwana, V.H.; Bhalja, B.R.: A new adaptive distance relaying scheme for mutually coupled series-compensated parallel transmission lines during inter-circuit faults. IEEE Trans. Power Deliv. 26(4), 2726–2734 (2011)CrossRef Makwana, V.H.; Bhalja, B.R.: A new adaptive distance relaying scheme for mutually coupled series-compensated parallel transmission lines during inter-circuit faults. IEEE Trans. Power Deliv. 26(4), 2726–2734 (2011)CrossRef
5.
Zurück zum Zitat Bucco, D.; et al.: Protection challenges for North America’s first combined cable/overhead double-circuit 500 kV transmission line with mutual coupling. In: 70th Annual Conference for Protective Relay Engineers (CPRE), USA, pp. 1–15 (2017) Bucco, D.; et al.: Protection challenges for North America’s first combined cable/overhead double-circuit 500 kV transmission line with mutual coupling. In: 70th Annual Conference for Protective Relay Engineers (CPRE), USA, pp. 1–15 (2017)
6.
Zurück zum Zitat Santos, A.: Impact of double circuit lines operated in parallel on distance protection. In: The 9th IET International Conference on Developments in Power System Protection (DPSP), UK (2008) Santos, A.: Impact of double circuit lines operated in parallel on distance protection. In: The 9th IET International Conference on Developments in Power System Protection (DPSP), UK (2008)
7.
Zurück zum Zitat Kawady, T.A.; et al.: Modeling issues of a practical transmission system for protection applications. In: International Middle East Power System Conference (MEPCON’2005); Port Said-Egypt (2005) Kawady, T.A.; et al.: Modeling issues of a practical transmission system for protection applications. In: International Middle East Power System Conference (MEPCON’2005); Port Said-Egypt (2005)
8.
Zurück zum Zitat Zahran, A.D.; et al.: Improved ground distance protection for cascaded overhead-submarine cable transmission system. In: 19th Middle East Power Systems Conference (MEPCON’2017), Egypt, pp. 778–758 (2017) Zahran, A.D.; et al.: Improved ground distance protection for cascaded overhead-submarine cable transmission system. In: 19th Middle East Power Systems Conference (MEPCON’2017), Egypt, pp. 778–758 (2017)
9.
Zurück zum Zitat Bi, T.K.; et al.: Ground fault distance protection for paralleled transmission lines. IEEE Trans. Ind. Appl. 51(6), 5228–5236 (2015)CrossRef Bi, T.K.; et al.: Ground fault distance protection for paralleled transmission lines. IEEE Trans. Ind. Appl. 51(6), 5228–5236 (2015)CrossRef
11.
Zurück zum Zitat Seyedi, H.; Teimourzadeh, S.; Nezhad, P.S.: Adaptive zero sequence compensation algorithm for double-circuit transmission line protection. IET Gener. Transm. Distrib. 6(6), 1107–1116 (2014)CrossRef Seyedi, H.; Teimourzadeh, S.; Nezhad, P.S.: Adaptive zero sequence compensation algorithm for double-circuit transmission line protection. IET Gener. Transm. Distrib. 6(6), 1107–1116 (2014)CrossRef
12.
Zurück zum Zitat Zhanga, G.; et al.: Single-ended travelling wave-based protection scheme for double-circuit transmission lines. Int. J. Electr. Power Energy Syst. 97, 93–105 (2018)CrossRef Zhanga, G.; et al.: Single-ended travelling wave-based protection scheme for double-circuit transmission lines. Int. J. Electr. Power Energy Syst. 97, 93–105 (2018)CrossRef
13.
Zurück zum Zitat Ming-Yu, Y.; Yong-Li, Z.: Study on adaptive distance protection using multi-agent technology. In: The IEEE International Power Engineering Conference, USA (2005) Ming-Yu, Y.; Yong-Li, Z.: Study on adaptive distance protection using multi-agent technology. In: The IEEE International Power Engineering Conference, USA (2005)
14.
Zurück zum Zitat Javadi, M.; Marzband, M.; Funsho Akorede, M.; Godina, R.; Saad Al-Sumaiti, A.; Pouresmaeil, E.: A centralized smart decision-making hierarchical interactive architecture for multiple home microgrids in retail electricity market. Energies 2018(11), 1–22 (2018) Javadi, M.; Marzband, M.; Funsho Akorede, M.; Godina, R.; Saad Al-Sumaiti, A.; Pouresmaeil, E.: A centralized smart decision-making hierarchical interactive architecture for multiple home microgrids in retail electricity market. Energies 2018(11), 1–22 (2018)
15.
Zurück zum Zitat Valinejad, J.; Marzband, M.; Funsho Akorede, M.; D Elliott, I.; Godina, R.; Matias, J.C.; Pouresmaeil, E.: Long-term decision on wind investment with considering different load ranges of power plant for sustainable electricity energy market. Energies 10, 1–19 (2018) Valinejad, J.; Marzband, M.; Funsho Akorede, M.; D Elliott, I.; Godina, R.; Matias, J.C.; Pouresmaeil, E.: Long-term decision on wind investment with considering different load ranges of power plant for sustainable electricity energy market. Energies 10, 1–19 (2018)
16.
Zurück zum Zitat Hasheminejad, S.; Ghodratollah, S.S.; Razaz, M.; Joorabian, M.: Traveling-wave-based protection of parallel transmission lines using Teager energy operator and fuzzy systems. IET Gener. Transm. Distrib. 8(8), 1067–1074 (2016)CrossRef Hasheminejad, S.; Ghodratollah, S.S.; Razaz, M.; Joorabian, M.: Traveling-wave-based protection of parallel transmission lines using Teager energy operator and fuzzy systems. IET Gener. Transm. Distrib. 8(8), 1067–1074 (2016)CrossRef
17.
Zurück zum Zitat Jongepier, A.G.; Van der Sluis, V.: Adaptive distance protection of double-circuit lines using artificial neural networks. IEEE Trans. Power Deliv. 12(1), 97–105 (1997)CrossRef Jongepier, A.G.; Van der Sluis, V.: Adaptive distance protection of double-circuit lines using artificial neural networks. IEEE Trans. Power Deliv. 12(1), 97–105 (1997)CrossRef
18.
Zurück zum Zitat Ferreira, V.; et al.: A survey on intelligent system application to fault diagnosis in electric power system transmission lines. Electr. Power Syst. Res. 136(7), 135–153 (2016)CrossRef Ferreira, V.; et al.: A survey on intelligent system application to fault diagnosis in electric power system transmission lines. Electr. Power Syst. Res. 136(7), 135–153 (2016)CrossRef
19.
Zurück zum Zitat Agarwal, S.; Swetapadma, A.; Panigrahi, C.: An improved method using artificial neural network for fault detection and fault pole identification in voltage source converter-based high-voltage direct current transmission lines. Arab. J. Sci. Eng. 43, 4005–4018 (2018)CrossRef Agarwal, S.; Swetapadma, A.; Panigrahi, C.: An improved method using artificial neural network for fault detection and fault pole identification in voltage source converter-based high-voltage direct current transmission lines. Arab. J. Sci. Eng. 43, 4005–4018 (2018)CrossRef
20.
Zurück zum Zitat Kari, T.; et al.: An integrated method of ANFIS and Dempster–Shafer theory for fault diagnosis of power transformer. IEEE Trans. Dielectr. Electr. Insul. 2018(1), 360–371 (2018)CrossRef Kari, T.; et al.: An integrated method of ANFIS and Dempster–Shafer theory for fault diagnosis of power transformer. IEEE Trans. Dielectr. Electr. Insul. 2018(1), 360–371 (2018)CrossRef
21.
Zurück zum Zitat Reddy, M.; Mohanta, D.: Adaptive-neuro-fuzzy inference system approach for transmission line fault classification and location incorporating effects of power swings. IET Gener. Transm. Distrib. 10(2), 235–244 (2018)CrossRef Reddy, M.; Mohanta, D.: Adaptive-neuro-fuzzy inference system approach for transmission line fault classification and location incorporating effects of power swings. IET Gener. Transm. Distrib. 10(2), 235–244 (2018)CrossRef
22.
Zurück zum Zitat Sadeh, J.; Afradi, H.: A new and accurate fault location algorithm for combined transmission lines using adaptive network-based fuzzy inference system. Electr. Power Syst. Res. 129(11), 1538–1545 (2009)CrossRef Sadeh, J.; Afradi, H.: A new and accurate fault location algorithm for combined transmission lines using adaptive network-based fuzzy inference system. Electr. Power Syst. Res. 129(11), 1538–1545 (2009)CrossRef
23.
Zurück zum Zitat Khorashadi-Zadeh, H.; Li, Z.: Transmission line distance protection using ANFIS and positive sequence components. In: iREP Symposium—Bulk Power System Dynamics and Control—VII. Revitalizing Operational Reliability (2007) Khorashadi-Zadeh, H.; Li, Z.: Transmission line distance protection using ANFIS and positive sequence components. In: iREP Symposium—Bulk Power System Dynamics and Control—VII. Revitalizing Operational Reliability (2007)
24.
Zurück zum Zitat Kamel, T.S.; Moustafa Hassan, M.A.; El-Morshedy, A.: Using a combined artificial intelligent approach in distance relay for transmission line protection. In: EPS in the 5th International Conference on Soft Computing, Computing with Words and Perceptions in System Analysis, Decision and Control, USA (2009) Kamel, T.S.; Moustafa Hassan, M.A.; El-Morshedy, A.: Using a combined artificial intelligent approach in distance relay for transmission line protection. In: EPS in the 5th International Conference on Soft Computing, Computing with Words and Perceptions in System Analysis, Decision and Control, USA (2009)
25.
Zurück zum Zitat Aziz, M.S.; Hassan, M.A.; Abo-Elzahab, E.: Applications of ANFIS in high impedance faults detection and classification in distribution networks. Int. J. Syst. Dyn. Appl. 1(2), 44–59 (2012) Aziz, M.S.; Hassan, M.A.; Abo-Elzahab, E.: Applications of ANFIS in high impedance faults detection and classification in distribution networks. Int. J. Syst. Dyn. Appl. 1(2), 44–59 (2012)
26.
Zurück zum Zitat Khorashadi-Zadeh, H.; Li, Z.: Transmission line distance protection using ANFIS and positive sequence components. In: The iREP Symposium—Bulk Power System Dynamics and Control—VII. Revitalizing Operational Reliability, USA (2007) Khorashadi-Zadeh, H.; Li, Z.: Transmission line distance protection using ANFIS and positive sequence components. In: The iREP Symposium—Bulk Power System Dynamics and Control—VII. Revitalizing Operational Reliability, USA (2007)
27.
Zurück zum Zitat Sanaye-Pasand, M.; Jafarian, P.: An adaptive decision logic to enhance distance protection of transmission lines. IEEE Trans. Power Deliv. 26(4), 2134–2144 (2011)CrossRef Sanaye-Pasand, M.; Jafarian, P.: An adaptive decision logic to enhance distance protection of transmission lines. IEEE Trans. Power Deliv. 26(4), 2134–2144 (2011)CrossRef
28.
Zurück zum Zitat Kawady, T.A.: Fault location estimation in power systems with universal intelligent tuning. Ph.D. Thesis, TU-Darmstadt, Germany (2005) Kawady, T.A.: Fault location estimation in power systems with universal intelligent tuning. Ph.D. Thesis, TU-Darmstadt, Germany (2005)
29.
Zurück zum Zitat Agrasar, M.; Uriondo, F.; Hernandez, J.R.: Evaluation of uncertainties in double line distance relaying. A global sight. IEEE Trans. Power Deliv. 13(4), 1033–1039 (1998)CrossRef Agrasar, M.; Uriondo, F.; Hernandez, J.R.: Evaluation of uncertainties in double line distance relaying. A global sight. IEEE Trans. Power Deliv. 13(4), 1033–1039 (1998)CrossRef
30.
Zurück zum Zitat Tziouvaras, D.A.; Altuv, H.; Calero, F.: Protecting mutually coupled transmission lines: challenges and solutions. In: The 67th Annual Conference for Protective Relay Engineers, USA (2014) Tziouvaras, D.A.; Altuv, H.; Calero, F.: Protecting mutually coupled transmission lines: challenges and solutions. In: The 67th Annual Conference for Protective Relay Engineers, USA (2014)
31.
Zurück zum Zitat Ziegler, G.: Numerical Distance Protection: Principles and Applications, 3rd edn. Wiley, New York (2008) Ziegler, G.: Numerical Distance Protection: Principles and Applications, 3rd edn. Wiley, New York (2008)
32.
33.
Zurück zum Zitat Lutfy, O.; Noor, S.M.; Marhaban, M.: A simplified PID-like ANFIS controller trained by genetic algorithm to control nonlinear systems. In: The International Conference on Electrical, Control and Computer Engineering, InECCE, USA (2011) Lutfy, O.; Noor, S.M.; Marhaban, M.: A simplified PID-like ANFIS controller trained by genetic algorithm to control nonlinear systems. In: The International Conference on Electrical, Control and Computer Engineering, InECCE, USA (2011)
34.
Zurück zum Zitat Mlakić, D.; Baghaee, H.R.; Nikolovski, S.: A novel ANFIS-based islanding detection for inverter-interfaced microgrids. IEEE Trans. Smart Grid 10(4), 4411–4424 (2019)CrossRef Mlakić, D.; Baghaee, H.R.; Nikolovski, S.: A novel ANFIS-based islanding detection for inverter-interfaced microgrids. IEEE Trans. Smart Grid 10(4), 4411–4424 (2019)CrossRef
35.
Zurück zum Zitat Waikar, D.: Mathematical basis for modal-transformation based improved digital distance relaying algorithm. In: International Conference on Advances in Power System Control, Operation and Management, Hong Kong (1997) Waikar, D.: Mathematical basis for modal-transformation based improved digital distance relaying algorithm. In: International Conference on Advances in Power System Control, Operation and Management, Hong Kong (1997)
36.
Zurück zum Zitat Kawady, T.A.; et al.: Distance relaying field problems for composite transmission lines. In: 15th International Conference on Power System Protection, Bled-Slovenia, pp. 171–177 (2006) Kawady, T.A.; et al.: Distance relaying field problems for composite transmission lines. In: 15th International Conference on Power System Protection, Bled-Slovenia, pp. 171–177 (2006)
37.
Zurück zum Zitat Electric Power Research Institute (EPRI); EMTP Development Coordination Group (DCG): Electromagnetic transient programs (EMTP96) rule book. Ver. 3.x. (1999) Electric Power Research Institute (EPRI); EMTP Development Coordination Group (DCG): Electromagnetic transient programs (EMTP96) rule book. Ver. 3.x. (1999)
38.
Zurück zum Zitat Tavares, M.C.; Pissolatto, G.; Portela, C.: Guidelines for Transmission Line Modeling. In: Power Engineering Society Summer Meeting. USA, vol. 2, pp. 786–791 (1999) Tavares, M.C.; Pissolatto, G.; Portela, C.: Guidelines for Transmission Line Modeling. In: Power Engineering Society Summer Meeting. USA, vol. 2, pp. 786–791 (1999)
39.
Zurück zum Zitat Marti, L.: Simulation of transients in underground cables with frequency dependent modal transformation matrices. IEEE Trans. Power Deliv. 3(3), 1099–1110 (1988)CrossRef Marti, L.: Simulation of transients in underground cables with frequency dependent modal transformation matrices. IEEE Trans. Power Deliv. 3(3), 1099–1110 (1988)CrossRef
40.
Zurück zum Zitat Marti. L.: Simulation of electromagnetic transients in underground cables using the EMTP. In: IEE Second International Conference on Advances in Power System Control, Operation and Management. Hong Kong, pp.147–152 (1993) Marti. L.: Simulation of electromagnetic transients in underground cables using the EMTP. In: IEE Second International Conference on Advances in Power System Control, Operation and Management. Hong Kong, pp.147–152 (1993)
Metadaten
Titel
Improved Distance Relaying for Double-Circuit Lines Using Adaptive Neuro-Fuzzy Inference System
verfasst von
Tamer A. Kawady
Gamal M. Sowilam
Raed Shalwala
Publikationsdatum
29.01.2020
Verlag
Springer Berlin Heidelberg
Erschienen in
Arabian Journal for Science and Engineering / Ausgabe 3/2020
Print ISSN: 2193-567X
Elektronische ISSN: 2191-4281
DOI
https://doi.org/10.1007/s13369-020-04369-x

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