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20152023
most citedSurrogate Modeling for Fluid Flows Based on Physics-Constrained Deep Learning Without Simulation Data

1.1k citations · 5.1k across the 37 of their papers we have counts for

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physics.med-ph2022★ 76 cited

Deep learning-based surrogate model for 3-D patient-specific computational fluid dynamics

Pan Du, Xiaozhi Zhu, Jian-Xun Wang

Optimization and uncertainty quantification have been playing an increasingly important role in computational hemodynamics. However, existing methods based on principled modeling a…

physics.med-ph2018★ 29 cited

Data-augmented modeling of intracranial pressure

Jian-Xun Wang, Xiao Hu, Shawn C. Shadden

Precise management of patients with cerebral diseases often requires intracranial pressure (ICP) monitoring, which is highly invasive and requires a specialized ICU setting. The ab…