Unlike the classical roll bearings, active magnetic bearings are complex mechatronic systems composed of mechanical, electrical and software parts. This paper describes a simulation tool useful for defining a fault dictionary for a rotordynamic system on magnetic bearings suitable for application in the gas and oil field. This tool focuses on the most common electrical faults that normally affect the position sensors and actuators. The fault dictionary is useful to train neural networks to recognize the fault in real time in order to take the right countermeasures in real time and to increase the reliability of the whole system.
Smart Fault Dictionary for Active Magnetic Bearings Systems / Basso, Michele; Donati, Giovanni; Mugnaini, Marco. - ELETTRONICO. - (2023), pp. 360-365. (Intervento presentato al convegno 2023 IEEE International Workshop on Metrology for Industry 4.0 & IoT tenutosi a Brescia, Italy nel Jun. 06 - 08, 2023) [10.1109/MetroInd4.0IoT57462.2023.10180183].
Smart Fault Dictionary for Active Magnetic Bearings Systems
Basso, Michele;Donati, Giovanni
;
2023
Abstract
Unlike the classical roll bearings, active magnetic bearings are complex mechatronic systems composed of mechanical, electrical and software parts. This paper describes a simulation tool useful for defining a fault dictionary for a rotordynamic system on magnetic bearings suitable for application in the gas and oil field. This tool focuses on the most common electrical faults that normally affect the position sensors and actuators. The fault dictionary is useful to train neural networks to recognize the fault in real time in order to take the right countermeasures in real time and to increase the reliability of the whole system.File | Dimensione | Formato | |
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