VesNet hybrid NN-conventional solver for 2D Stokesian vesicle suspensions achieves over 100x speedup while capturing key dynamics in single, pair, and large-scale flows.
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2 Pith papers cite this work. Polarity classification is still indexing.
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physics.flu-dyn 2verdicts
UNVERDICTED 2representative citing papers
A diffuse interface mixture formulation coupled to immersed boundary method enables simulation of oxygen transport and metabolism with deforming RBCs in straight and networked capillaries, indicating autonomous RBC regulation that produces homogeneous tissue oxygenation.
citing papers explorer
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VesNet: Neural network accelerated solver for simulating Stokesian vesicle suspensions
VesNet hybrid NN-conventional solver for 2D Stokesian vesicle suspensions achieves over 100x speedup while capturing key dynamics in single, pair, and large-scale flows.
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Diffuse interface approach to oxygen transport and metabolism under blood flow dynamics in microcirculations
A diffuse interface mixture formulation coupled to immersed boundary method enables simulation of oxygen transport and metabolism with deforming RBCs in straight and networked capillaries, indicating autonomous RBC regulation that produces homogeneous tissue oxygenation.