4 citations · 4 across the 1 of their papers we have counts for
3 papers
cs.LG2021
A Machine Learning Framework for Real-time Inverse Modeling and Multi-objective Process Optimization of Composites for Active Manufacturing Control
Keith D. Humfeld, Dawei Gu, Geoffrey A. Butler +2
For manufacturing of aerospace composites, several parts may be processed simultaneously using convective heating in an autoclave. Due to uncertainties including tool placement, co…
cs.LG2020
A Physics-Informed Machine Learning Approach for Solving Heat Transfer Equation in Advanced Manufacturing and Engineering Applications
Navid Zobeiry, Keith D. Humfeld
A physics-informed neural network is developed to solve conductive heat transfer partial differential equation (PDE), along with convective heat transfer PDEs as boundary condition…
cs.LG2019★ 4 cited
An Iterative Scientific Machine Learning Approach for Discovery of Theories Underlying Physical Phenomena
Navid Zobeiry, Keith D. Humfeld
Form a pure mathematical point of view, common functional forms representing different physical phenomena can be defined. For example, rates of chemical reactions, diffusion and he…