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Erschienen in: Neural Computing and Applications 6/2017

31.08.2016 | Engineering Applications of Neural Networks

A modular neuro-wavelet based non-unit protection scheme for zone identification and fault location in six-phase transmission line

verfasst von: Ebha Koley, Khushaboo Verma, Subhojit Ghosh

Erschienen in: Neural Computing and Applications | Ausgabe 6/2017

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Abstract

To overcome the constraints on land availability, infrastructure and environmental problems, six-phase transmission lines have been proposed as a potential alternative to increase the power transfer capability of existing transmission lines without major modification in the existing structure of three-phase double-circuit system. The non-availability of a proper protection scheme due to large number of possible faults has been the prime reason behind the low popularity and acceptance of six-phase system. In this regard, the present work proposes a protection scheme for six-phase transmission line based on the hybridization of discrete wavelet transform and modular artificial neural network. The fault information (approximate coefficients) in the voltage and current signals is captured using discrete wavelet transform. The standard deviation of the coefficients of voltage and current signals in each phase is then computed and given as input to modular artificial neural network, which aims at identifying the faulty section/zone and estimate its location. Test results exhibit that the proposed scheme effectively discriminates the faulted section and estimates the fault location with maximum error of 0.675 %. It offers primary protection to the total line length and also provides remote backup protection for the adjacent reverse section of the line using data at relaying point only and thus avoids the need of a communication link.

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Literatur
2.
5.
Zurück zum Zitat Venkata SS, Guyker WC, Booth WH, Kondragunta J, Bhatt NB, Saini NK (1982) EPPC—a computer program for six-phase transmission line design. IEEE Trans Power Appar Syst 101(7):1859–1869. doi:10.1109/TPAS.1982.317457 CrossRef Venkata SS, Guyker WC, Booth WH, Kondragunta J, Bhatt NB, Saini NK (1982) EPPC—a computer program for six-phase transmission line design. IEEE Trans Power Appar Syst 101(7):1859–1869. doi:10.​1109/​TPAS.​1982.​317457 CrossRef
9.
Zurück zum Zitat Rebbapragada RV, Panke H, Pierce HJ, Stewart JR, Oppel LJ (1992) Selection and application of relay protection for six phase demonstration project. IEEE Trans Power Deliv 7(4):1900–1911. doi:10.1109/61.156993 CrossRef Rebbapragada RV, Panke H, Pierce HJ, Stewart JR, Oppel LJ (1992) Selection and application of relay protection for six phase demonstration project. IEEE Trans Power Deliv 7(4):1900–1911. doi:10.​1109/​61.​156993 CrossRef
10.
Zurück zum Zitat Apostolov AP, George W (1992) Protecting NYSEG’s six-phase transmission line, computer applications in power. IEEE 5(4):33–36. doi:10.1109/67.160044 Apostolov AP, George W (1992) Protecting NYSEG’s six-phase transmission line, computer applications in power. IEEE 5(4):33–36. doi:10.​1109/​67.​160044
11.
Zurück zum Zitat Apostolov AP, Raffensperger RG (1996) Relay protection operation for faults on NYSEG’s six phase transmission line. IEEE Trans Power Deliv 11(1):191–196. doi:10.1109/61.484016 CrossRef Apostolov AP, Raffensperger RG (1996) Relay protection operation for faults on NYSEG’s six phase transmission line. IEEE Trans Power Deliv 11(1):191–196. doi:10.​1109/​61.​484016 CrossRef
12.
Zurück zum Zitat Oppel LJ, Krizauskas E, Austenfeld RH (1998) Evaluation and testing of a single terminal step distance scheme for use on a six phase transmission system. IEEE Trans Power Deliv 13(4):1527–1529. doi:10.1109/61.714851 CrossRef Oppel LJ, Krizauskas E, Austenfeld RH (1998) Evaluation and testing of a single terminal step distance scheme for use on a six phase transmission system. IEEE Trans Power Deliv 13(4):1527–1529. doi:10.​1109/​61.​714851 CrossRef
13.
Zurück zum Zitat Oppel L, Krizauskas E (1999) Evaluation of the performance of line protection schemes of NYSEG six phase transmission system. IEEE Trans Power Deliv 14(1):110–115. doi:10.1109/61.736697 CrossRef Oppel L, Krizauskas E (1999) Evaluation of the performance of line protection schemes of NYSEG six phase transmission system. IEEE Trans Power Deliv 14(1):110–115. doi:10.​1109/​61.​736697 CrossRef
14.
Zurück zum Zitat Redfern MA (1997) Applying distance relays to protect six-phase ac transmission lines. Proceedings of sixth international conference on developments in power system protection, pp 222–226. doi:10.1049/cp:19970068 Redfern MA (1997) Applying distance relays to protect six-phase ac transmission lines. Proceedings of sixth international conference on developments in power system protection, pp 222–226. doi:10.​1049/​cp:​19970068
15.
Zurück zum Zitat Hajjar AA, Mansour MM (2006) A microprocessor and wavelets based relaying approach for on line six-phase transmission lines protection. Proceedings of the 41st Universities Power Engineering Conference UPEC 2006: pp 819–823. doi:10.1109/UPEC.2006.367594 Hajjar AA, Mansour MM (2006) A microprocessor and wavelets based relaying approach for on line six-phase transmission lines protection. Proceedings of the 41st Universities Power Engineering Conference UPEC 2006: pp 819–823. doi:10.​1109/​UPEC.​2006.​367594
16.
Zurück zum Zitat Hajjar AA, Mansour MM (2007) Fault Location For Six-Phase Transmission Lines Based on the Wavelet Transform of The Fault Induced High Frequency Transients. In the proceedings of 42nd International Universities Power Engineering Conference UPEC 2007: pp 252–256. doi:10.1109/UPEC.2007.4468955 Hajjar AA, Mansour MM (2007) Fault Location For Six-Phase Transmission Lines Based on the Wavelet Transform of The Fault Induced High Frequency Transients. In the proceedings of 42nd International Universities Power Engineering Conference UPEC 2007: pp 252–256. doi:10.​1109/​UPEC.​2007.​4468955
17.
Zurück zum Zitat Aggarwal RK, Xuan QY, Johns AT, Bennett A (1999) Fault classification technique for double-circuit lines based on a combined unsupervised/supervised neural network. IEEE Trans Power Deliv 14(4):1250–1256. doi:10.1109/PESW.1999.747303 CrossRef Aggarwal RK, Xuan QY, Johns AT, Bennett A (1999) Fault classification technique for double-circuit lines based on a combined unsupervised/supervised neural network. IEEE Trans Power Deliv 14(4):1250–1256. doi:10.​1109/​PESW.​1999.​747303 CrossRef
18.
21.
Zurück zum Zitat Koley E, Yadav A, Thoke AS (2015) A new single-ended artificial neural network-based protection scheme for shunt faults in six-phase transmission line. Int Trans Electr Energy Syst 25(7):1257–1280. doi:10.1002/etep.1901 CrossRef Koley E, Yadav A, Thoke AS (2015) A new single-ended artificial neural network-based protection scheme for shunt faults in six-phase transmission line. Int Trans Electr Energy Syst 25(7):1257–1280. doi:10.​1002/​etep.​1901 CrossRef
22.
Zurück zum Zitat Minambres Arguelles JF, Zorrozua Arrieta MA, Lazaro Dominguez J, Larrea Jaurrieta B, Sanchez Benito M (2006) A new method for decaying dc offset removal for digital protective relays. Electr Power Syst Res 76:194–199. doi:10.1016/j.epsr.2005.06.002 CrossRef Minambres Arguelles JF, Zorrozua Arrieta MA, Lazaro Dominguez J, Larrea Jaurrieta B, Sanchez Benito M (2006) A new method for decaying dc offset removal for digital protective relays. Electr Power Syst Res 76:194–199. doi:10.​1016/​j.​epsr.​2005.​06.​002 CrossRef
24.
Zurück zum Zitat Bhowmik PS, Purkait P, Bhattacharya K (2009) A novel wavelet transform aided neural network based transmission line fault analysis method. Electr Power Energy Syst 31:213–219CrossRef Bhowmik PS, Purkait P, Bhattacharya K (2009) A novel wavelet transform aided neural network based transmission line fault analysis method. Electr Power Energy Syst 31:213–219CrossRef
26.
27.
Zurück zum Zitat Vyas Bhargav, Das Biswarup, Maheshwari Rudra Prakash (2014) An improved scheme for identifying fault zone in a series compensated transmission line using undecimated wavelet transform and Chebyshev Neural Network. Electr Power Energy Syst 63:760–768. doi:10.1016/j.ijepes.2014.06.030 CrossRef Vyas Bhargav, Das Biswarup, Maheshwari Rudra Prakash (2014) An improved scheme for identifying fault zone in a series compensated transmission line using undecimated wavelet transform and Chebyshev Neural Network. Electr Power Energy Syst 63:760–768. doi:10.​1016/​j.​ijepes.​2014.​06.​030 CrossRef
Metadaten
Titel
A modular neuro-wavelet based non-unit protection scheme for zone identification and fault location in six-phase transmission line
verfasst von
Ebha Koley
Khushaboo Verma
Subhojit Ghosh
Publikationsdatum
31.08.2016
Verlag
Springer London
Erschienen in
Neural Computing and Applications / Ausgabe 6/2017
Print ISSN: 0941-0643
Elektronische ISSN: 1433-3058
DOI
https://doi.org/10.1007/s00521-016-2566-3

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