女性全身保护器设计和尺寸的数据挖掘人体测量参数

Q3 Pharmacology, Toxicology and Pharmaceutics Defence Life Science Journal Pub Date : 2021-10-05 DOI:10.14429/dlsj.6.16602
L. R. Varte, Deepika Kakkar, S. Rawat, I. Singh, Yashmita Chaudhary, B. Kumar
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引用次数: 1

摘要

由于女性部队进入不同的准军事部队,她们缺乏合适的个人防护装备,以最大限度地提高行动安全和保护。设计中的人体测量不匹配对用户在关键操作期间的表现产生了不利影响,损害了个人的安全和健康。研究小组对印度女性准军事部队进行了一项详细的基于人体测量的尺码研究,以确定其防护装备和服装的正确尺码。对驻扎在两个地点的325名女性准军事部队进行了人体测量调查,年龄从21岁到54岁(平均值±SD):37.14±8.49岁。每个受试者的28个不同的身体尺寸被测量。然后使用因子分析方法对数据进行调查。主成分分析技术用于将变量简化为相似的因子成分,其中,选择两个特征值大于1的成分。即主要部件1(周长尺寸)和主要部件2(腹部或腰部尺寸)。这两个关键变量用于使用K-means聚类方法将种群划分为三个独立的聚类。使用回归树对这些聚类组进行了验证。对数据进行描述性统计分析,然后使用21版统计产品和服务解决方案(SPSS)对(入围的关键成分)进行聚类分析。目前的研究是首次对印度女性准军事人员进行完整的人体测量调查,目的是开发全身保护器(FBP)设计的女性专用尺寸系统,从而提高全身保护器的贴合度。
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Data Mining Anthropometric Parameters for the Design and Sizing of Female Full Body Protector
Since the entry of female troops in different paramilitary forces, there is a dearth of well-fitted personal protective gear for them to maximise operational safety and protection. A mismatch of anthropometry in design adversely affected the user’s performance during critical operation, compromising the safety and well-being of an individual. A detailed anthropometry-based sizing study was conducted by the research team, on the Indian female paramilitary troops for proper sizing of their protective gears and ensembles. An anthropometric survey of 325 female para-military troops, posted in two locations with age ranged from 21 to 54 years (mean ± SD) value: 37.14 ± 8.49 years was done. Each subject’s 28 different body dimensions were taken. The data was then investigated using the factor analysis method. Principal component analysis technique was used to reduce the variables to similar factor components where, two components with an Eigenvalue of more than 1 were selected. viz. Principal component 1 (girth dimensions) and Principal component 2 (abdomen or waist dimension). These two key variables were used to divide the population into three separate clusters using the K-means cluster method. These cluster groups were validated using a regression tree. Descriptive statistical analysis of data was conducted followed by Cluster analysis (of key components shortlisted) using Statistical Product and Service Solution (SPSS) version 21. The current study was the first complete anthropometric survey of Indian female paramilitary personnel for the development of a female-specific sizing system for a full-body protector (FBP) design resulting is an improved fit of full-body protector.
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来源期刊
Defence Life Science Journal
Defence Life Science Journal Pharmacology, Toxicology and Pharmaceutics-Pharmacology, Toxicology and Pharmaceutics (all)
CiteScore
0.80
自引率
0.00%
发文量
26
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