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    Similarity Analysis to Enhance Transfer Learning for Damage Detection 

    Source: Journal of Nondestructive Evaluation, Diagnostics and Prognostics of Engineering Systems:;2024:;volume( 008 ):;issue: 003:;page 31004-1
    Author(s): de Almeida, Estênio Fuzaro; da Silva, Samuel; Ritto, Thiago G.
    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 ...
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    Domain Adaptation of Population-Based of Bolted Joint Structures for Loss Detection of Tightening Torque 

    Source: ASCE-ASME J Risk and Uncert in Engrg Sys Part B Mech Engrg:;2023:;volume( 010 ):;issue: 001:;page 11102-1
    Author(s): da Silva, Samuel; Omori Yano, Marcus; Teloli, Rafael de Oliveira; Chevallier, Gaël; Ritto, Thiago G.
    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 ...
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    Reduced-Order Modeling in Rotordynamics and Its Robustness to Random Matrix Perturbation 

    Source: Journal of Vibration and Acoustics:;2024:;volume( 146 ):;issue: 001:;page 11002-1
    Author(s): Ritto, Thiago G.; Lacerda, Guilherme N.; Cavallini, Jr, Aldemir A.; Timbó, Raphael; Pereira, Leonardo V.
    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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