斯温UNETR细分与自动化几何过用于膝关节关节软骨的生物机械建模
Reza Kakavand1, Peyman Tahghighi1, Reza Ahmadi1
1Department of Biomedical Engineering, Schulich School of Engineering, University of Calgary, CCIT216, 2500 University Drive NW, Calgary, AB, T2N 1N4, Canada.
Annals of biomedical engineering
|January 9, 2025
概括
使用3D Swin UNETR的自动细分创建了准确的特定对象的膝盖有限元素模型. 这种方法简化了为步态分析创建特定患者的生物机械模型.
科学领域:
- 生物力学 生物力学
- 医疗成像医学成像
- 计算建模 计算建模
背景情况:
- 有限元 (FE) 建模为膝关节生物力学提供了洞察力.
- 一般的FE模型缺乏患者特定的准确性.
- 具体学科模型提供了精确度,但需要大量的时间来开发.
研究的目的:
- 为了自动化对特定主体的膝关节FE模型创建.
- 使用3D Swin UNETR.开发一个自动化的软骨细分算法.
- 评估FE建模的自动化细分的准确性和效率.
主要方法:
- 实现了一个3D Swin UNETR用于自动膝关节软骨细分.
- 应用自动化几何过用于表面细化.
- 开发了九对手动和自动化的FE模型,用于步态模拟比较.
主要成果:
- 获得了高的子相似系数 (89.4%的股骨,85.1%的骨) 和2.3毫米的豪斯多夫距离.
- 手动和自动化模型之间的应力,应变,流体压力,纤维拉伸或接触面积没有显著差异.
- 自动化细分证明了FE模型生成的有效性.
结论:
- 自动化细分方法准确地创建膝关节FE模型.
- 这种方法简化了对特定学科生物机械模型的开发.
- 公共可访问的自动化模型支持进一步的生物力学和细分研究.
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