Analysis and Prediction of Glove Quality Based on Manufacturing Factors

A. H. Tan, Chin Leei Cham, Esther Hee Ying Lim
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引用次数: 2

Abstract

This paper considers the effects of manufacturing factors on glove quality. Four factors are considered, namely the curing temperature profile, temperature of latex, percentage of calcium nitrate and the oven temperature after coagulant dip. The glove quality is measured based on the weight of the gloves, tensile strength after ageing, number of gloves with pinholes and finger thickness. The analysis is carried out using Wilcoxon signed rank tests where the significance of each factor on the glove quality can be determined. The glove quality is subsequently predicted using neural networks. It is shown that the weight of the gloves can be predicted quite well using a simple neural network structure. However, the other quality measures cannot be predicted equally well. More complicated input-output relationships are likely to exist for these. The results from this work are important for aiding decisions on process changes in glove manufacturing.
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基于制造因素的手套质量分析与预测
本文考虑了制造因素对手套质量的影响。考虑了养护温度曲线、乳胶温度、硝酸钙的掺量和混凝剂浸出后的烘箱温度四个因素。手套质量是根据手套的重量、老化后的抗拉强度、有针孔的手套数量和手指的粗细来衡量的。分析使用Wilcoxon符号秩检验,其中每个因素对手套质量的显著性可以确定。随后使用神经网络预测手套质量。结果表明,使用简单的神经网络结构可以很好地预测手套的重量。然而,其他质量度量不能同样准确地预测。更复杂的投入产出关系可能存在于这些领域。这项工作的结果对于帮助手套制造过程变化的决策是重要的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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