Speeding up and reducing memory usage for scientific machine learning via mixed precision

Author:

Hayford Joel,Goldman-Wetzler JacobORCID,Wang Eric,Lu LuORCID

Funder

US Department of Energy

Publisher

Elsevier BV

Reference38 articles.

1. Physics-informed machine learning;Karniadakis;Nat. Rev. Phys.,2021

2. Machine learning for partial differential equations;Brunton,2023

3. Learning nonlinear operators via DeepONet based on the universal approximation theorem of operators;Lu;Nat. Mach. Intell.,2021

4. Bayesian deep convolutional encoder–decoder networks for surrogate modeling and uncertainty quantification;Zhu;J. Comput. Phys.,2018

5. Fourier-DeepONet: Fourier-enhanced deep operator networks for full waveform inversion with improved accuracy, generalizability, and robustness;Zhu;Comput. Methods Appl. Mech. Engrg.,2023

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