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