The Method of Calculating Polluted Insulator's Flashover Voltage Based on ANN

Yan Shi; Gang Hu; Jia Fu Zhu; Yong Chen

doi:10.4028/www.scientific.net/AMM.513-517.4439

Paper Titles

On the Improvement of Hydraulic Conductivity Function in Van Genuchten-Mualem Model
p.4417

Vector Control System of Seven-Phase Induction Motor Based on DSP
p.4421

Research on the Mass Event Simulation Based on Emotional Contagion Model
p.4426

Application of the Newton-Raphson Method in a Voice Localization System
p.4435

The Method of Calculating Polluted Insulator's Flashover Voltage Based on ANN
p.4439

Fault Diagnosis Expert System of Turbine Generator Sets Based on Rule Reasoning and Case Reasoning
p.4443

The Circuit Design of the DC/DC Stage of Aviation Static Converter
p.4449

The Research on Financial Network Simulation Based on Agent
p.4454

RETRACTED: Electro Optic Conversion Methods in Intra-Body Communication
p.4458

HomeApplied Mechanics and MaterialsApplied Mechanics and Materials Vols. 513-517The Method of Calculating Polluted Insulator's...

The Method of Calculating Polluted Insulator's Flashover Voltage Based on ANN

Abstract:

According to the test result about class insulator string of 32 units, a method of calculating 50% ac flashover voltage U₅₀ based on radial basis function network is put forward in this paper. Inputs of the model are equivalent salt deposit density ρ_ESDD and nonsoluble deposit density ρ_NSDD ,the output of the model is 50% ac flashover voltage of polluted insulator strings, the Orthogonal least squares algorithm was used to select right hide layer neurons and center vectors, and the weight from hide layer neurons to output layer neurons are determined by pseud-inverse method. The calculating result is in concordance with the test result, it is indicated that the model can give some references to access the pollution condition of external insulation.

You might also be interested in these eBooks

View Preview

Info:

Periodical:

Applied Mechanics and Materials (Volumes 513-517)

Pages:

4439-4442

DOI:

https://doi.org/10.4028/www.scientific.net/AMM.513-517.4439

Citation:

Cite this paper

Online since:

February 2014

Authors:

Yan Shi*, Gang Hu, Jia Fu Zhu, Yong Chen

Keywords:

Extra High Voltage (EHV), Flashover, Insulator, Pollution

Export:

RIS, BibTeX

Price:

Permissions CCC:

Request Permissions

Permissions PLS:

Request Permissions

Сopyright:

Citation:

* - Corresponding Author

References

[1] Ramos N. G, Campillo R.M. T and Naito K., A study on the characteristics of various conductive contaminants accumulated on high voltage insulators, IEEE Transactions on Power Delivery, Vol. 8, n. 4, pp.1842-1850, (1993).

DOI: 10.1109/61.248293

Google Scholar

[2] R. Hackam, Outdoor HV composite polymeric insulators , IEEE Trans. on Dielectrics and Electrical Insulation, Vol. 6, n. 5, 557-585, (1999).

DOI: 10.1109/94.798114

Google Scholar

[3] J. Hu,C. Sun,X. Jiang,Z. Zhang and L. Shu, Flashover performance of pre-contaminated and iced-covered insulators to be used in 1000 kV ac transmission lines, IEEE Transaction on Dielectrics and electrical and insulation, Vol. 14, n. 6, pp.1347-1353, (2007).

DOI: 10.1109/tdei.2007.4401217

Google Scholar

[4] J. Yuan ,X. Jiang, L. Shu,Z. Zhang and Y. Zhang, Influence of Salt/Non-soluble Deposit Density on AC Artificially Pollution Flashover Performance of Various Types Insulators , Proceedings of the CSEE, Vol. 6, n. 2, pp.96-101, 2007(in Chinese).

Google Scholar

[5] X. Jiang,J. Yuan, Z. zhang, J. Hu and C. Sun, Study on ac artificially-contaminated flashover performance of various types of insulators, IEEE Transactions on Power Delivery, Vol. 22, n. 4, pp.2567-2574, (2007).

DOI: 10.1109/tpwrd.2007.899760

Google Scholar

[6] R. Matsuoka, K. Kondo, and K. Natio, Influence of non-soluble contaminants on the flashover voltages of artificially contaminated insulators, IEEE Trans. on Power Delivery, Vol. 11, n. 1, pp.420-4301996.

DOI: 10.1109/61.484042

Google Scholar

[7] S. chen, C.F.N. cowan, and P.M. Grant, Orthogonal Least Squares Learning Algorithm for Radial Basis Function Networks [J]. IEEE Transactions on neural networks, vol. 2, NO. 2, March 1991: 302-309.

DOI: 10.1109/72.80341

Google Scholar

[8] Ahmad S, Ghosh P S. Modeling of various meteorological effects on contamination level for suspension type of high voltage insulators using ANN[C]. Transmission and distribution conference and exhibition 2002, Asia Pacific. IEEE/PES, 2002: 465-473.

DOI: 10.1109/tdc.2002.1177619

Google Scholar