Title :
Online algorithm for early stage fault detection in IGBT switches
Author :
Anderson, J.M. ; Cox, Robert W. ; O´Connor, Patrick
Author_Institution :
Dept. of Electr. & Comput. Eng., UNC Charlotte, Charlotte, NC, USA
Abstract :
The early detection of incipient faults is desirable in mission-critical applications such as shipboard propulsion drives. This paper presents an online condition-monitoring approach for detecting early stage faults in IGBTs. The proposed algorithm extracts important device features (i.e. on-state resistance, gate charge, etc.) and compares them to healthy values recorded over a range of operating conditions. The algorithm is based on principal-components analysis (PCA). An experimental implementation in an IGBT-based drive is described, and results recorded with two different faults over a range of operating conditions are presented. The scheme integrates well with new FPGA-based gate drives and provides a powerful alternative to rules-based fault detection.
Keywords :
electric drives; fault diagnosis; field programmable gate arrays; power semiconductor switches; principal component analysis; FPGA-based gate drives; IGBT switches; PCA; early stage fault detection; incipient faults detection; online algorithm; online condition-monitoring; principal-components analysis; Current measurement; Feature extraction; Insulated gate bipolar transistors; Logic gates; Temperature measurement; Vectors; Voltage measurement;
Conference_Titel :
Diagnostics for Electric Machines, Power Electronics and Drives (SDEMPED), 2013 9th IEEE International Symposium on
Conference_Location :
Valencia
DOI :
10.1109/DEMPED.2013.6645689