Sensor Fault Diagnostics Using Physics-Informed Transfer Learning Framework

• Published in: Sensors (Basel, Switzerland) Vol. 22; no. 8; p. 2913
• Main Authors: Guc, Furkan, Chen, Yangquan
• Format: Journal Article
• Language: English
• Published: Switzerland MDPI AG 11.04.2022; MDPI
• Subjects: Algorithms; Case studies; Classification; data-driven approaches; dynamic mode decomposition with control; Engineering; Fault diagnosis; fault diagnostics; Machine Learning; Methods; Neural networks; Neural Networks, Computer; Physics; Process controls; Sensors; Technology application; transfer learning; Wavelet Analysis; Wavelet transforms; fault diagnostics; data-driven approaches; transfer learning; dynamic mode decomposition with control

The field of smart health monitoring, intelligent fault detection and diagnosis is expanding dramatically in order to maintain successful operation in many engineering applications. Considering possible fault scenarios that can occur in a system, indicating the type of fault in a sensor is one of th...