A multifidelity approach to continual learning for physical systems
Howard, Amanda, Fu, Yucheng, Stinis, Panos
Published in Machine learning: science and technology (01.06.2024)
Published in Machine learning: science and technology (01.06.2024)
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Journal Article
Improving Time Step Convergence in an Atmosphere Model With Simplified Physics: Using Mathematical Rigor to Avoid Nonphysical Behavior in a Parameterization
Vogl, Christopher J., Wan, Hui, Zhang, Shixuan, Woodward, Carol S., Stinis, Panos
Published in Journal of advances in modeling earth systems (01.10.2020)
Published in Journal of advances in modeling earth systems (01.10.2020)
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Journal Article
Improving Time Step Convergence in an Atmosphere Model With Simplified Physics: The Impacts of Closure Assumption and Process Coupling
Wan, Hui, Woodward, Carol S., Zhang, Shixuan, Vogl, Christopher J., Stinis, Panos, Gardner, David J., Rasch, Philip J., Zeng, Xubin, Larson, Vincent E., Singh, Balwinder
Published in Journal of advances in modeling earth systems (01.10.2020)
Published in Journal of advances in modeling earth systems (01.10.2020)
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Journal Article
A multifidelity deep operator network approach to closure for multiscale systems
Ahmed, Shady E., Stinis, Panos
Published in Computer methods in applied mechanics and engineering (01.09.2023)
Published in Computer methods in applied mechanics and engineering (01.09.2023)
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Journal Article
Multifidelity deep operator networks for data-driven and physics-informed problems
Howard, Amanda A., Perego, Mauro, Karniadakis, George Em, Stinis, Panos
Published in Journal of computational physics (15.11.2023)
Published in Journal of computational physics (15.11.2023)
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Journal Article
Physics-constrained deep neural network method for estimating parameters in a redox flow battery
He, QiZhi, Stinis, Panos, Tartakovsky, Alexandre M.
Published in Journal of power sources (30.04.2022)
Published in Journal of power sources (30.04.2022)
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Journal Article
SMS: Spiking marching scheme for efficient long time integration of differential equations
Zhang, Qian, Kahana, Adar, Karniadakis, George Em, Stinis, Panos
Published in Journal of computational physics (01.11.2024)
Published in Journal of computational physics (01.11.2024)
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Journal Article