Shock-centered scaling of DSMC fields in micro-nozzles reveals low-rank density structure, enabling DeepONet surrogates with mean errors reduced to 4.51% on hardest test cases.
Numerical modeling of axisymmetric and three-dimensional flows in microelec- tromechanical systems nozzles.AIAA journal, 40(5), 897–904 (2002)
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Implementation of extended variance-reduced BGK in PICLas with Shakhov/ES models, adaptive equilibria, variable weights and axisymmetry, validated on benchmarks and thermal transpiration.
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Shock-Centered Low-Rank Structure and Neural-Operator Representation of Rarefied Micro-Nozzle Flows
Shock-centered scaling of DSMC fields in micro-nozzles reveals low-rank density structure, enabling DeepONet surrogates with mean errors reduced to 4.51% on hardest test cases.
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Implementation and Extension of the Variance-Reduced BGK Method in PICLas
Implementation of extended variance-reduced BGK in PICLas with Shakhov/ES models, adaptive equilibria, variable weights and axisymmetry, validated on benchmarks and thermal transpiration.