Acoustic Detection of Cracks and Delamination in Multilayer Ceramic Capacitors
Levikari, Saku; Kärkkäinen, Tommi; Andersson, Caroline; Tamminen, Juha; Silventoinen, Pertti (2018-10-04)
Post-print / Final draft
Levikari, Saku
Kärkkäinen, Tommi
Andersson, Caroline
Tamminen, Juha
Silventoinen, Pertti
04.10.2018
IEEE Transactions on Industry Applications
IEEE
School of Energy Systems
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© 2018 IEEE
© 2018 IEEE
Julkaisun pysyvä osoite on
https://urn.fi/URN:NBN:fi-fe2018111247863
https://urn.fi/URN:NBN:fi-fe2018111247863
Tiivistelmä
Multilayer Ceramic Capacitors (MLCC) are the most widely used capacitor type in the electronics industry. However, the brittle ceramic dielectric makes MLCCs prone to mechanical damage. Manufacturing defects or damage during board assembly may cause a capacitor to prematurely fail during its operational life. Here, we demonstrate fast and nondestructive acoustic screening of MLCCs. Soldered 2220-sized MLCCs were subjected to AC voltage frequency sweeps, causing them to vibrate mechanically. Acoustic responses of the capacitors were measured before and after subjecting the test circuit board to severe bending. The results show that cracks and delaminations caused by bending induce characteristic changes in the capacitors' acoustic response. A Support Vector Machine classifier was trained to successfully detect damaged capacitors based on their acoustic response.
Lähdeviite
Levikari, S., Kärkkäinen, T. J., Andersson, C., Tamminen, J., Silventoinen, P. (2018). Acoustic Detection of Cracks and Delamination in Multilayer Ceramic Capacitors. IEEE Transactions on Industry Applications. DOI: 10.1109/TIA.2018.2873989
Alkuperäinen verkko-osoite
https://ieeexplore.ieee.org/document/8481367Kokoelmat
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