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基于分割的肺部 3DCT 进行计算流体动力学的肺部气道自动三角网格生成。

Automatic triangulated mesh generation of pulmonary airways from segmented lung 3DCTs for computational fluid dynamics.

机构信息

University of California, Los Angeles, CA, 90095, USA.

出版信息

Int J Comput Assist Radiol Surg. 2022 Jan;17(1):185-197. doi: 10.1007/s11548-021-02465-3. Epub 2021 Jul 30.

Abstract

PURPOSE

Computational fluid dynamics (CFD) of lung airflow during normal and pathophysiological breathing provides insight into regional pulmonary ventilation. By integrating CFD methods with 4D lung imaging workflows, regions of normal pulmonary function can be spared during treatment planning. To facilitate the use of CFD simulations in a clinical setup, a robust, automated, and CFD-compliant airway mesh generation technique is necessary.

METHODS

We define a CFD-compliant airway mesh to be devoid of blockages of airflow and leaks in the airway path, both of which are caused by airway meshing errors that occur when using conventional meshing techniques. We present an algorithm to create a CFD-compliant airway mesh in an automated manner. Beginning with a medial skeleton of the airway segmentation, the branches were tracked, and 3D points at which bifurcations occur were identified. Airway branches and bifurcation features were isolated to allow for automated and careful meshing that considered their anatomical nature.

RESULTS

We present the meshing results from three state-of-the-art tools and compare them with the meshes generated by our algorithm. The results show that fully CFD-compliant meshes were automatically generated for an ideal geometry and patient-specific CT scans. Using an open-source smoothed-particle hydrodynamics CFD implementation, we compared the airflow using our approach and conventionally generated airway meshes.

CONCLUSION

Our meshing algorithm was able to successfully generate a CFD-compliant mesh from pre-segmented lung CT scans, providing an automatic meshing approach that enables interventional CFD simulations to guide lung procedures such as radiotherapy or lung volume reduction surgery.

摘要

目的

正常和病理呼吸期间肺部气流的计算流体动力学(CFD)可深入了解区域性肺通气。通过将 CFD 方法与 4D 肺部成像工作流程相结合,可以在治疗计划期间避免正常肺部功能的区域受到影响。为了在临床环境中方便地使用 CFD 模拟,需要一种强大、自动化且符合 CFD 的气道网格生成技术。

方法

我们将符合 CFD 的气道网格定义为没有气流阻塞和气道路径中的泄漏,这两者都是由于使用常规网格技术时气道网格错误而导致的。我们提出了一种以自动化方式创建符合 CFD 的气道网格的算法。从气道分割的中轴开始,跟踪分支,并识别分叉处的 3D 点。隔离气道分支和分叉特征,以允许自动和仔细的网格处理,同时考虑其解剖结构。

结果

我们展示了三个最先进工具的网格结果,并将其与我们算法生成的网格进行了比较。结果表明,完全符合 CFD 的网格可以自动为理想几何形状和特定于患者的 CT 扫描生成。使用开源的平滑粒子流体动力学 CFD 实现,我们比较了使用我们的方法和传统生成的气道网格的气流。

结论

我们的网格算法能够成功地从预分割的肺部 CT 扫描中生成符合 CFD 的网格,提供了一种自动网格方法,使介入 CFD 模拟能够指导放疗或肺减容手术等肺部手术。

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