Multi-objective CFD optimization of an intermediate diffuser stage for PediaFlow pediatric ventricular assist device.

ArXiv Pub Date : 2025-07-15
Mansur Zhussupbekov, JingChun Wu, Greg W Burgreen, Scott Stelick, Jeongho Kim, James F Antaki
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Abstract

Background: Computational fluid dynamics (CFD) has become an essential design tool for ventricular assist devices (VADs), where the goal of maximizing performance often conflicts with biocompatibility. This tradeoff becomes even more pronounced in pediatric applications due to the stringent size constraints imposed by the smaller patient population. This study presents an automated CFD-driven shape optimization of a new intermediate diffuser stage for the PediaFlow pediatric VAD, positioned immediately downstream of the impeller to improve pressure recovery.

Methods: We adopted a multi-objective optimization approach to maximize pressure recovery while minimizing hemolysis. The proposed diffuser stage was isolated from the rest of the flow domain, enabling efficient evaluation of over 450 design variants using Sobol sequence, which yielded a Pareto front of non-dominated solutions. The selected best candidate was further refined using local T-search algorithm. We then incorporated the optimized front diffuser into the full pump for CFD verification and in vitro validation.

Results: We identified critical dependencies where longer blades increased pressure recovery but also hemolysis, while the wrap angle showed a strong parabolic relationship with pressure recovery but a monotonic relationship with hemolysis. Counterintuitively, configurations with fewer blades (2-3) consistently outperformed those with more blades (4-5) in both metrics. The optimized two-blade design enabled operation at lower pump speeds (14,000 vs 16,000 RPM), improving hydraulic efficiency from 26.3% to 32.5% and reducing hemolysis by 31%.

Conclusion: This approach demonstrates that multi-objective CFD optimization can systematically explore complex design spaces while balancing competing priorities of performance and hemocompatibility for pediatric VADs.

PediaFlow小儿心室辅助装置中间扩散器级的多目标CFD优化。
背景:计算流体动力学(CFD)已成为心室辅助装置(VADs)的重要设计工具,其最大性能的目标往往与生物相容性相冲突。由于较小的患者群体施加了严格的尺寸限制,这种权衡在儿科应用中变得更加明显。本研究提出了一种用于PediaFlow儿科VAD的新型中间扩散器的自动cfd驱动形状优化,该扩散器位于叶轮的下游,以提高压力恢复。方法:采用多目标优化方法,使压力恢复最大化,溶血最小化。所提出的扩散器阶段与流域的其余部分隔离,可以使用Sobol序列对450多个设计变量进行有效评估,从而产生非主导解的帕雷托前沿。利用局部t -搜索算法进一步细化优选对象。然后,我们将优化后的前扩散器整合到整个泵中进行CFD验证和体外验证。结果:我们确定了较长的叶片增加压力恢复和溶血的关键依赖关系,而包裹角与压力恢复表现出强烈的抛物线关系,但与溶血呈单调关系。与直觉相反的是,在这两个指标中,具有较少刀片(2-3)的配置始终优于具有更多刀片(4-5)的配置。优化后的双叶片设计可以在较低的泵速(14000转/分vs 16000转/分)下运行,将液压效率从26.3%提高到32.5%,并减少31%的溶血。结论:该方法表明,多目标CFD优化可以系统地探索复杂的设计空间,同时平衡儿科VADs的性能和血液相容性的竞争优先级。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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