نتایج جستجو برای: data driven model

تعداد نتایج: 4091804  

Journal: :Multiscale Modeling & Simulation 2021

Related DatabasesWeb of Science You must be logged in with an active subscription to view this.Article DataHistorySubmitted: 8 June 2020Accepted: 14 2021Published online: 07 September 2021Keywordsdata-driven model selection, nonlinear dynamics, sparse recovery, generalized least squares, Galerkin method, adaptive gridAMS Subject Headings37M10, 62J99, 62-07, 65R99Publication DataISSN (print): 15...

Journal: :Ocean Engineering 2021

The design and engineering of ships platforms that operate in the ocean environment requires understanding a nonlinear dynamical system responds according to complex interaction with wide range sea wind conditions. Time domain observation marine dynamics either experiments or high-fidelity numerical simulation tools is costly due random nature full environmental loading conditions are experienc...

Journal: :Proceedings of the Institution of Mechanical Engineers, Part B: Journal of Engineering Manufacture 1999

Journal: :IEEE Transactions on Power Delivery 2022

Condition monitoring of power transformers, which are key components electrical systems, is essential to identify incipient faults and avoid catastrophic failures. In this paper machine learning algorithms, i.e., nonlinear autoregressive neural networks support vector machines, proposed model the transformer thermal behavior for purpose monitoring. The models developed based on historical measu...

Journal: :Computer Methods in Applied Mechanics and Engineering 2023

We extend the model-free Data-Driven computing paradigm to solids and structures that are stochastic due intrinsic randomness in material behavior. The behavior of such materials is characterized by a likelihood measure instead constitutive relation. specifically assume known only through an empirical point-data set or phase space. state solid structure additionally subject compatibility equili...

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