2022 review of data-driven plasma science

R Anirudh, R Archibald, MS Asif… - … on Plasma Science, 2023 - ieeexplore.ieee.org
Data-driven science and technology offer transformative tools and methods to science. This
review article highlights the latest development and progress in the interdisciplinary field of …

Machine learning for harnessing thermal energy: From materials discovery to system optimization

M Li, L Dai, Y Hu - ACS energy letters, 2022 - ACS Publications
Recent advances in machine learning (ML) have impacted research communities based on
statistical perspectives and uncovered invisibles from conventional standpoints. Though the …

Learning invariance preserving moment closure model for Boltzmann–BGK equation

Z Li, B Dong, Y Wang - Communications in Mathematics and Statistics, 2023 - Springer
As one of the main governing equations in kinetic theory, the Boltzmann equation is widely
utilized in aerospace, microscopic flow, etc. Its high-resolution simulation is crucial in these …

Machine learning moment closure models for the radiative transfer equation III: enforcing hyperbolicity and physical characteristic speeds

J Huang, Y Cheng, AJ Christlieb, LF Roberts - Journal of Scientific …, 2023 - Springer
This is the third paper in a series in which we develop machine learning (ML) moment
closure models for the radiative transfer equation. In our previous work (Huang et al. in J …

Predicting continuum breakdown with deep neural networks

T **ao, S Schotthöfer, M Frank - Journal of Computational Physics, 2023 - Elsevier
The multi-scale nature of gaseous flows poses tremendous difficulties for theoretical and
numerical analysis. The Boltzmann equation, while possessing a wider applicability than …

[HTML][HTML] Artificial intelligence and machine learning in aerodynamics

J Kou, T **ao - Metascience in Aerospace, 2024 - aimspress.com
With the increasing availability of flow data from simulation and experiment, artificial
intelligence and machine learning are revolutionizing the research paradigm in …