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cs.LG2022
Investigating Deep Learning Model Calibration for Classification Problems in Mechanics
Saeed Mohammadzadeh, Peerasait Prachaseree, Emma Lejeune
Recently, there has been a growing interest in applying machine learning methods to problems in engineering mechanics. In particular, there has been significant interest in applyin…
cs.LG2022
Learning Mechanically Driven Emergent Behavior with Message Passing Neural Networks
Peerasait Prachaseree, Emma Lejeune
From designing architected materials to connecting mechanical behavior across scales, computational modeling is a critical tool in solid mechanics. Recently, there has been a growi…