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Similarity Analysis to Enhance Transfer Learning for Damage Detection
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: One significant challenge in machine learning for Structural Health Monitoring (SHM) is reusing previously trained classifiers. A classifier might be suitable for one situation but not for another. Transfer learning ...
Domain Adaptation of Population-Based of Bolted Joint Structures for Loss Detection of Tightening Torque
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: This paper investigates how to improve the performance of a classifier of tightening torque in bolted joints by applying transfer learning. The procedure uses vibration measurements to extract features and to train a ...
Reduced-Order Modeling in Rotordynamics and Its Robustness to Random Matrix Perturbation
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: The aim of this paper is to apply and compare four reduced-order modeling strategies to compute the unbalanced vibration response of a rotating machine and evaluate its robustness to random matrix perturbation. The full ...
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