综合和验证算法,其次是权重程序,以创建德国劳动年龄人口的详细人体数据集
Alexander Ackermann1, Dominik Bonin1, Thomas Jaitner2
1Federal Institute for Occupational Safety and Health (BAuA), Dortmund, Germany.
Ergonomics
|December 14, 2023
概括
一个新的算法为德国的劳动年龄人口创建了一个虚拟的人类测量数据集. 这允许在人体工程学设计中不受限制地使用,克服数据访问限制.
科学领域:
- 人类测量学 人类测量学.
- 公共卫生 公共卫生
- 数据科学数据科学数据科学
背景情况:
- 德国劳动年龄人口的详细人体统计原始数据并未公开提供.
- 现有的数据集通常受到数据使用法规的限制,限制了它们的应用.
- 人体工程设计和公共卫生研究需要可访问的人类测量数据.
研究的目的:
- 开发和验证一种算法,用于创建现有的人类识别数据集的虚拟,可发布的副本.
- 为德国劳动年龄人口生成统计上具有代表性的虚拟数据集.
- 为了使人体测量数据在人体工程学应用中得到更广泛的使用.
主要方法:
- 开发了一个合成和验证算法.
- 使用了来自德国区域公共卫生研究的详细人体测量数据集.
- 虚拟数据集被加权,以获得具有全国代表性的值.
主要成果:
- 验证过程只显示了原始和虚拟数据集之间的微小偏差.
- 发现虚拟数据集在统计上几乎与原始数据集相同.
- 加权的虚拟数据接近全国代表性的人类学值.
结论:
- 开发的算法成功创建了一个统计学上有效的虚拟人体识别数据集.
- 生成的虚拟数据可以不受限制地发布,并用于人体工程学设计.
- 该算法可以适应创建其他人体测量数据集的虚拟副本.
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