Title :
Accelerated aging experiments for capacitor health monitoring and prognostics
Author :
Kulkarni, Chetan S. ; Celaya, José R. ; Biswas, Gautam ; Goebel, Kai
Author_Institution :
Inst. for Software Integrated Syst., Vanderbilt Univ., Nashville, TN, USA
Abstract :
This paper discusses experimental setups for health monitoring and prognostics of electrolytic capacitors under nominal operation and accelerated aging conditions. Electrolytic capacitors have higher failure rates than other components in electronic systems like power drives, power converters etc. Our current work focuses on developing first-principles-based degradation models for electrolytic capacitors under varying electrical and thermal stress conditions. Prognostics and health management for electronic systems aims to predict the onset of faults, study causes for system degradation, and accurately compute remaining useful life. Accelerated life test methods are often used in prognostics research as a way to model multiple causes and assess the effects of the degradation process through time. It also allows for the identification and study of different failure mechanisms and their relationships under different operating conditions. Experiments are designed for aging of the capacitors such that the degradation pattern induced by the aging can be monitored and analyzed. Experimental setups and data collection methods are presented to demonstrate this approach.
Keywords :
condition monitoring; electrolytic capacitors; electron device testing; electronic equipment testing; failure analysis; thermal stresses; accelerated aging conditions; accelerated aging experiments; accelerated life test methods; data collection methods; degradation process effects; electrolytic capacitor health monitoring; electrolytic capacitor health prognostics; electronic system health management; electronic system prognostics; electronic systems; experimental setups; failure mechanisms; failure rates; first-principles-based degradation models; nominal operation conditions; power converters; power drives; varying electrical stress conditions; varying thermal stress conditions; Aging; Capacitance; Capacitors; Degradation; Impedance measurement; Temperature measurement; Voltage measurement;
Conference_Titel :
AUTOTESTCON, 2012 IEEE
Conference_Location :
Anaheim, CA
Print_ISBN :
978-1-4673-0698-0
DOI :
10.1109/AUTEST.2012.6334580