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2022 review of data-driven plasma science
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 …
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
Recent advances in machine learning (ML) have impacted research communities based on
statistical perspectives and uncovered invisibles from conventional standpoints. Though the …
statistical perspectives and uncovered invisibles from conventional standpoints. Though the …
Learning invariance preserving moment closure model for Boltzmann–BGK equation
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 …
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
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 …
closure models for the radiative transfer equation. In our previous work (Huang et al. in J …
Predicting continuum breakdown with deep neural networks
The multi-scale nature of gaseous flows poses tremendous difficulties for theoretical and
numerical analysis. The Boltzmann equation, while possessing a wider applicability than …
numerical analysis. The Boltzmann equation, while possessing a wider applicability than …
[HTML][HTML] Artificial intelligence and machine learning in aerodynamics
With the increasing availability of flow data from simulation and experiment, artificial
intelligence and machine learning are revolutionizing the research paradigm in …
intelligence and machine learning are revolutionizing the research paradigm in …