VIBRATION SIGNATURES FOR PROGNOSTICS AND HEALTH MONITORING OF MACHINERY

A system and method for providing health indication of a mechanical system, includes receiving signals indicative of vibration data of the mechanical system; pre-training features in the signals with a model; determining information related to vibration signatures in the signals; associating the vib...

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Bibliographische Detailangaben
Hauptverfasser: Shashanka Madhusudana, Giering Michael J
Format: Patent
Sprache:eng
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Zusammenfassung:A system and method for providing health indication of a mechanical system, includes receiving signals indicative of vibration data of the mechanical system; pre-training features in the signals with a model; determining information related to vibration signatures in the signals; associating the vibration signatures with historical vibration data of the mechanical system; and building a multi-layer Deep Neural Network (DNN) from the vibration signatures and the historical vibration data.