A robust solution of a statistical inverse problem in multiscale computational mechanics using an artificial neural network
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"A robust solution of a statistical ..." refers methods in this paper
...Improvements of the multiscale identification method and novelty of the paper In the present work, we propose an appealing alternative for addressing the aforementioned drawbacks and solving the statistical inverse problem related to the identification of an ad hoc stochastic model of the random compliance field within the framework of 2D plane stress linear elasticity theory by using Machine Learning (ML) approaches based on Artificial Neural Networks (ANNs) [25, 26, 27]....
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...This is the reason why, in the present paper, it is proposed to use Machine Learning (ML) approaches based on Artificial Neural Networks (ANNs) [25, 26, 27] that avoid solving such a computationally expensive optimization problem and that allow implementing a dedicated software on devices with general-purpose (regular) CPUs....
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