DocumentCode :
2856914
Title :
DC- Capacitance Estimation of DC-Link Capacitors using AC Voltage Injection in AC/DC/AC PWM Converters
Author :
Abo-Khalil, Ahmed G. ; Lee, Dong-Choon
Author_Institution :
Dept. of Electr. Eng., Yeungnam Univ., Gyeongbuk
Volume :
4
fYear :
2006
fDate :
8-12 Oct. 2006
Firstpage :
2095
Lastpage :
2100
Abstract :
In this paper, a novel online capacitance estimation method for a DC-link capacitor in a three-phase AC/DC/AC PWM converter is proposed. A controlled AC voltage with a lower frequency than the line frequency is injected into the DC-link voltage, which then causes AC power ripples at the DC output side. By extracting the AC voltage and power components on the DC output side using digital filters, the capacitance can then be calculated using the support vector regression (SVR) method. A continuous-valued function that plots the fundamental interrelation between a given input (capacitance power) and its corresponding output (capacitance value) can be estimated using SVR and based on the training data. This function then can be used to predict outputs for given inputs that are not included in the training set. The proposed method can be simply implemented with only software and no additional hardware. Experimental results confirm that the estimation error is less than 0.15%
Keywords :
AC-DC power convertors; PWM power convertors; capacitance; digital filters; electrolytic capacitors; AC power ripples; AC voltage injection; AC/DC/AC PWM converters; DC-capacitance estimation; DC-link capacitors; DC-link voltage; SVR; controlled AC voltage; digital filters; electrolytic capacitor; online capacitance estimation; support vector regression; Capacitance measurement; Capacitors; Cathodes; Electrodes; Estimation error; Frequency; Pulse width modulation; Pulse width modulation converters; Temperature; Voltage control; Electrolytic capacitor; PWM converters; SVR; estimation;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Industry Applications Conference, 2006. 41st IAS Annual Meeting. Conference Record of the 2006 IEEE
Conference_Location :
Tampa, FL
ISSN :
0197-2618
Print_ISBN :
1-4244-0364-2
Electronic_ISBN :
0197-2618
Type :
conf
DOI :
10.1109/IAS.2006.256824
Filename :
4025512
Link To Document :
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