Construction of a prediction model for body dimensions used in garment pattern making based on anthropometric data learning

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dc.contributor.authorLiu, Kaixuan
dc.contributor.authorWang, Jianping
dc.contributor.authorKamalha, Edwin
dc.contributor.authorLi, Victoria
dc.contributor.authorZeng, Xianyi
dc.date.accessioned2022-12-04T12:42:48Z
dc.date.available2022-12-04T12:42:48Z
dc.date.issued2017
dc.description.abstractUsing artificial intelligence to predict body dimensions rather than measuring them physically is a new research direction in apparel industry. If implemented, this technology can reduce costs and improve efficiency. In this paper, we proposed a back propagation artificial neural network (BP-ANN) model to predict pattern making-related body dimensions by inputting few key human body dimensions. In order to construct the proposed model, anthropometric measurements of 120 young females from the northeastern region of China were collected. The data were then used for training and the proposed model. The results showed that the prediction of the developed BP-ANN model is more accurate and stable than that of linear regression (LR) model. As great as the LR model was at pattern making, the BP-ANN model is even better. In the future, the precision of the proposed model can be further improved if the size of the learning data increases. The proposed method can be especially useful in making garment pattern for form-fitting clothing.en_US
dc.identifier.citationKaixuan Liu, Jianping Wang, Edwin Kamalha, Victoria Li & Xianyi Zeng (2017): Construction of a prediction model for body dimensions used in garment pattern making based on anthropometric data learning, The Journal of The Textile Institute, DOI: 10.1080/00405000.2017.1315794en_US
dc.identifier.other10.1080/00405000.2017.1315794
dc.identifier.urihttps://nru.uncst.go.ug/handle/123456789/5813
dc.language.isoenen_US
dc.publisherThe Journal of The Textile Instituteen_US
dc.subjectArtificial intelligence (AI)en_US
dc.subjectAnthropometric measurementen_US
dc.subject3D body scanningen_US
dc.subjectBack propagation artificial neural network (BPANN)en_US
dc.subjectLinear regression (LR)en_US
dc.titleConstruction of a prediction model for body dimensions used in garment pattern making based on anthropometric data learningen_US
dc.typeArticleen_US
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