Learning to fail: Predicting fracture evolution in brittle material models using recurrent graph convolutional neural networks

Author:

Schwarzer Max,Rogan Bryce,Ruan Yadong,Song Zhengming,Lee Diana Y.,Percus Allon G.,Chau Viet T.,Moore Bryan A.,Rougier Esteban,Viswanathan Hari S.,Srinivasan Gowri

Funder

Los Alamos National Laboratory

Publisher

Elsevier BV

Subject

Computational Mathematics,General Physics and Astronomy,Mechanics of Materials,General Materials Science,General Chemistry,General Computer Science

Reference33 articles.

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2. Understanding hydraulic fracturing: a multi-scale problem;Hyman;Philos. Trans. Series A Math. Phys. Eng. Sci.,2016

3. Fracture propagation, fluid flow, and geomechanics of water-based hydraulic fracturing in shale gas systems and electromagnetic geophysical monitoring of fluid migration;Kim;SPE Hydraulic Fracturing Technology Conference, Society of Petroleum Engineers,2014

4. P. White, Review of Methods and Approaches for the Structural Risk Assessment of Aircraft, Tech. Rep. DSTO-TR-1916, Australian Government Department of Defence, Defence Science and Technology Organisation, 2006.

5. Analysis of crack formation and crack growth in concrete by means of fracture mechanics and finite elements;Hillerborg;Cem. Concr. Res.,1976

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