主成分分析
统计分析
形状分析(程序分析)
耳道
工程类
3d打印
工程制图
产品(数学)
计算机科学
统计模型
几何形状
组分(热力学)
人耳
声学
三维扫描
三维建模
形状变化
三维模型
产品设计
结构工程
活动形状模型
变化(天文学)
平面
声压
作者
Kexiang Liu,Yan Yan,Ke Zeng,Haining Wang
出处
期刊:Ergonomics
[Taylor & Francis]
日期:2025-02-06
卷期号:: 1-20
被引量:1
标识
DOI:10.1080/00140139.2025.2458631
摘要
3D scanning capture complex ear morphology, but most research focuses on dimensions defined by product design or ergonomic guidelines, often missing crucial 3D details, especially those of ear canal for in-ear product design. This study conducted a statistical shape analysis on the 3D geometry of the cavum concha and the external auditory meatus (EAM) using 1195 scans of Chinese ears. A surface registration method was adopted to standardise and align ear models for shape analysis. Principal component analysis (PCA) generated statistical models of ear shapes, with the most significant variation reflecting the overall width of the cavum concha, explaining 29.63% of the variation. The k-means++ algorithm was employed to classify ear shapes using the first 15 principal component scores, identifying four shape categorisations. Significant variations and shape modes of ear shape were identified, and the derived statistical shape models provide essential 3D references for the ergonomic design of ear-related products.
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