Abstract
In recent years, the Deep Energy Method defines a loss function based on the energy minimization principle and obtains approximate solutions to partial differential equations using deep learning techniques. This method has been developed and applied to the plate with a circular hole problem and the two-dimensional fracture mechanics analysis. In this paper, we investigated a method to predict the displacement field from displacement information of several points in the computational domain based on the concept of the Deep Energy Method. Compared with the result of the finite element analysis of the x and y directions, the total absolute errors of the predicted displacement field were 5.24% and 2.15%, respectively.
Talk to us
Join us for a 30 min session where you can share your feedback and ask us any queries you have
Schedule a callMore From: The Proceedings of The Computational Mechanics Conference
Disclaimer: All third-party content on this website/platform is and will remain the property of their respective owners and is provided on "as is" basis without any warranties, express or implied. Use of third-party content does not indicate any affiliation, sponsorship with or endorsement by them. Any references to third-party content is to identify the corresponding services and shall be considered fair use under The CopyrightLaw.
