在关节关节的多体模型中分析带预训练,采用随机抽样
11Faculty of Mechanical Engineering, Cracow University of Technology, Kraków, Poland.
Acta of bioengineering and biomechanics
|July 29, 2024
概括
在比较脚关节模型时,对于带预训练的无应变方法比2%缩短方法产生了明显更好的结果. 这一发现有助于选择准确的生物机械建模技术.
科学领域:
- 生物力学 生物力学
- 计算建模计算建模
- 整形外科 整形外科 整形外科
背景情况:
- 脚关节的建模存在挑战,特别是在准确地表示带预训练时.
- 现有的文献提供了两种主要方法来结合带预训练:假设没有应变的配置或应用2%的缩短带休息长度.
- 这两种普遍存在的方法在受控环境中没有直接比较.
研究的目的:
- 系统地比较两种常见的带预训练建模技术在脚生物力学中的有效性.
- 为了评估哪种方法,无应变配置或2%的缩短,更准确地反映了真实世界的脚关节行为.
主要方法:
- 使用了关节的多体模型,包括6个环节和2个接触对.
- 随机抽样生成了一个592个模型的队列,其松长度受到干扰,从而创建了具有已知的特征的预训练模型.
- 每个生成的模型都使用无应变和2%缩短前列车方法进行了分析,以进行比较的输出评估.
主要成果:
- 在测试的模型中,无应变建模方法与2%缩短方法相比,表现优越.
- 统计分析表明,无应变方法在实现更接近现实的结果方面具有显著的优势.
结论:
- 拟议的方法提供了一个有效的工具,用于研究生物力学模型中的解决方案空间.
- 虽然结果有利于无应变方法,但它们是针对测试条件的具体结果,因此需要谨慎解释.
- 开发的测试框架可以适应在其他生物力学模型中评估预训练.
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