Deep learning for solution and inversion of structural mechanics and vibrations

05/18/2021

∙

by   Ehsan Haghighat, et al.

∙

0

∙

share

Deep learning has been the most popular machine learning method in the last few years. In this chapter, we present the application of deep learning and physics-informed neural networks concerning structural mechanics and vibration problems. Demonstration problems involve de-noising data, solution to time-dependent ordinary and partial differential equations, and characterizing the system's response for a given data.