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    Uncertainty Quantification of Locally Nonlinear Dynamical Systems Using Neural Networks 

    Source: Journal of Computing in Civil Engineering:;2021:;Volume ( 035 ):;issue: 004:;page 04021009-1
    Author(s): Subhayan De
    Publisher: ASCE
    Abstract: Models are often given in terms of differential equations to represent physical systems. In the presence of uncertainty, accurate prediction of the behavior of these systems using the models requires understanding the ...
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    Prediction of Ultrasonic Guided Wave Propagation in Fluid–Structure and Their Interface under Uncertainty Using Machine Learning 

    Source: Journal of Engineering Mechanics:;2021:;Volume ( 148 ):;issue: 003:;page 04021161
    Author(s): Subhayan De; Bhuiyan Shameem Mahmood Ebna Hai; Alireza Doostan; Markus Bause
    Publisher: ASCE
    Abstract: Structural health monitoring (SHM) systems use nondestructive testing principles for damage identification. As part of SHM, the propagation of ultrasonic guided waves (UGW) is tracked and analyzed for the changes in the ...
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