DocumentCode :
2489493
Title :
The Application of Levenberg-Marquardt Algorithm in On-Line Monitoring for XLPE Cables
Author :
Sun, Jiantao ; Wen, Xishan
Author_Institution :
Wuhan Univ., Wuhan
fYear :
2007
fDate :
23-24 Nov. 2007
Firstpage :
387
Lastpage :
391
Abstract :
The insulation condition of XLPE cables could be evaluated comprehensively by its working insulation resistance, equivalent capacitance and dielectric loss factor. To calculate the three parameters precisely, an improved data processing method was presented, in which the nonlinear least-squares fitting algorithm was utilized based on Levenberg-Marquardt algorithm that took the results of fast Fourier transform as the initial value for iteration. The parameters of fundamental component were extracted from the sampled signals quickly, and the influences caused by the frequency fluctuation, harmonic content and direct current content were restrained well using this method. The simulation results were given to show the effectiveness of this method. The reliability of on-line monitoring could be promoted.
Keywords :
fast Fourier transforms; least mean squares methods; power cable insulation; Levenberg-Marquardt algorithm; XLPE cable insulation condition; dielectric loss factor; direct current content; equivalent capacitance; fast Fourier transform; frequency fluctuation; harmonic content; insulation resistance; nonlinear least-squares fitting algorithm; Cable insulation; Capacitance; Data mining; Data processing; Dielectric losses; Dielectrics and electrical insulation; Fast Fourier transforms; Fluctuations; Frequency; Monitoring;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Information Technology Convergence, 2007. ISITC 2007. International Symposium on
Conference_Location :
Joenju
Print_ISBN :
0-7695-3045-1
Electronic_ISBN :
978-0-7695-3045-1
Type :
conf
DOI :
10.1109/ISITC.2007.16
Filename :
4410671
Link To Document :
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