SYSTEMS AND METHODS FOR PREDICTING POWER CONVERTER HEALTH

A method for predicting power converter health is provided. The method comprises receiving a plurality of parameter measurements associated with a power converter system comprising a power converter. The plurality of parameter measurements comprises a first set of system measurements and a second se...

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Hauptverfasser: MANDIC, Goran, AELOIZA, Eddy C, SURYANARAYANA, Harish
Format: Patent
Sprache:eng ; fre ; ger
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Zusammenfassung:A method for predicting power converter health is provided. The method comprises receiving a plurality of parameter measurements associated with a power converter system comprising a power converter. The plurality of parameter measurements comprises a first set of system measurements and a second set of failure precursor measurements. The method further comprises inputting the first set of system measurements into a first machine learning algorithm to generate expected failure precursor measurement information and inputting the expected failure precursor measurement information and the second set of failure precursor measurements into a second machine learning algorithm to generate component failure prediction information. The method also comprises performing one or more actions based on the generated component failure prediction information.