Membranes
A Deep Reinforcement Learning-Optimized Blood Flow Profile for Enhanced Oxygenation Efficiency in Membrane Oxygenators.
Junwen Yu, Yuan Liu, Huaiyuan Guo, Qingyang Cheng, Junlong Meng, Ming Yang
Published: 202510.3390/membranes16010004
Abstract
The membrane oxygenator serves as the core component of extracorporeal life support systems, and its gas exchange efficiency critically influences clinical outcomes. However, gas transfer is predominantly limited by the diffusion barrier within the b…
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