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东北地区青年女性胸部形态分类与回归建模 被引量:5

Classification and regression modeling of breast shape of young females in Northeast China
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摘要 胸部形态特征研究是服装人体体型与形态研究的重要内容,本文研究东北地区青年女性穿着文胸状态下的胸部形态特征,构建胸部特征尺寸回归模型,为该地区女性上装合体性与胸部参数化建模研究提供基础。随机选取东北地区328位18~25岁女性为研究对象,运用主成分分析、K均值聚类、逐步回归等方法,提取能够表征样本胸型特征的5个主成分因子,分别为围度因子、距离因子、高度因子、胸围差因子和形态因子。以特征因子作为分类指标将胸部形态分为4类,选择胸围、乳间距为自变量构建回归模型。研究结果表明,东北地区青年女性胸部形态聚类特征明显,通过显著性检验与残差分析证明各类别胸部特征回归模型有效。 With the continuous increase of people’s requirements for the fit and comfort of clothing,the research on human shape characteristics and classification has become the focus of research in the field of clothing.The study of the shape characteristics of the breast is an important part of the research on human body shape and morphology of clothing field.The shape characteristics of female breasts have a significant impact on tops’fit.Therefore,it is of great significance to carry out research on the shape characteristics of female breasts in different regions and different age groups.In the existing research,there are few studies on the breast shape of young females in Northeast China.Therefore,this paper takes young females in Northeast China as the research object to study and analyze the characteristics and classification of their breasts.In the research of clothing fit,the shape characteristics of the breasts under the state of wearing a bra are an important basis for constructing fit clothing and ready-to-wear design.In this paper,328 young females aged 18-25 years old in Northeast China were randomly selected,and anthropometric measurements were performed using the VITUS 3D body scanner.Referring to GB/T 16160-2017"Anthropometric Definitions and Methods for Garment",17 characteristic variables such as chest circumference,lower chestcircumference and chest width were extracted.And 311 valid experimental samples were finally determined through the data outlier test.Using principal component analysis,we obtained five principal component factors,namely:girth factor,distance factor,height factor,chest circumference difference factor and shape factor.Using the principal component factors as the classification indexes,four types of chest shape were obtained through K-means cluster analysis.Among them,females of the first type have a relatively uniform body shape and a flat chest shape.Females of the second type are thin,with plump,straight and gathered breasts.Females of the third type are slightly fat,with plum
作者 顾依然 潘力 姚彤 祖玮琳 孙红 王军 GU Yiran;PAN Li;YAO Tong;ZU Weilin;SUN Hong;WANG Jun(School of Fashion,Dalian Polytechnic University,Dalian 116034,China;National Demonstration Center for Experimental Fashion Design and Engineering Education,Dalian Polytechnic University,Dalian 116034,China)
出处 《丝绸》 CAS CSCD 北大核心 2022年第7期64-70,共7页 Journal of Silk
基金 教育部人文社会科学研究青年基金项目(17YJC60096) 辽宁省教育厅科研项目(J202002,J2020030)。
关键词 胸部形态特征 K均值聚类 回归建模 主成分分析 逐步回归 残差分析 breast morphological characteristics K-means clustering regression modeling principal component analysis stepwise regression residuals analysis
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