activity
20132023
most citedExact imposition of boundary conditions with distance functions in physics-informed deep neural networks

24 citations · 28 across the 9 of their papers we have counts for

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Showing 2018Show all

2 papers · 1 filter

physics.app-ph2018

Multi-Information Source Fusion and Optimization to Realize ICME: Application to Dual Phase Materials

Seyede Fatemeh Ghoreishi, Abhilash Molkeri, Ankit Srivastava +2

Integrated Computational Materials Engineering (ICME) calls for the integration of computational tools into the materials and parts development cycle, while the Materials Genome In…

physics.comp-ph2018★ 1 cited

Deep Convolutional Neural Networks for Eigenvalue Problems in Mechanics

David Finol, Yan Lu, Vijay Mahadevan +1

We show that deep convolutional neural networks (CNN) can massively outperform traditional densely-connected neural networks (both deep or shallow) in predicting eigenvalue problem…