3D printing of special shape model: New insight into material properties and correlation of model printing properties

IF 5.3 2区 农林科学 Q1 ENGINEERING, CHEMICAL Journal of Food Engineering Pub Date : 2024-11-01 DOI:10.1016/j.jfoodeng.2024.112385
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Abstract

Improving the ability to print complex shapes has been a key focus in the development of 3D food printing. This study evaluated the material properties and printing characteristics of various materials, using the printing data from test models to create a dataset for categorizing, predicting, and validating the special shape printing capabilities of these materials. The primary factors influencing printing performance were the material's mechanical strength, resistance to deformation, and the ‘extrusion expansion’ effect. The print accuracy and support properties of test models of print material can significantly affect its ability to print special shapes. Based on special shape modeling experiments, the printing materials were classified into three categories: gels that could not print either flat or three-dimensional models, gels that could only print flat models, and gels that could print both flat and three-dimensional models. Principal Component Analysis (PCA) and Fisher Discriminant Analysis (with classification accuracies of 98.33% for the training set and 96.67% for the prediction set) confirmed the validity of these classification results. This study established a correlation between the printing characteristics of test models and those of special shape models, aiding in the evaluation of the printability of complex shapes.
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特殊形状模型的三维打印:对材料特性和模型打印特性相关性的新认识
提高打印复杂形状的能力一直是三维食品打印技术发展的重点。本研究评估了各种材料的属性和打印特性,利用测试模型的打印数据创建了一个数据集,用于分类、预测和验证这些材料的特殊形状打印能力。影响打印性能的主要因素是材料的机械强度、抗变形能力和 "挤压膨胀 "效应。打印材料测试模型的打印精度和支撑性能会极大地影响其打印特殊形状的能力。根据特殊形状建模实验,将打印材料分为三类:既不能打印平面模型,也不能打印三维模型的凝胶;只能打印平面模型的凝胶;既能打印平面模型,也能打印三维模型的凝胶。主成分分析法(PCA)和费雪判别分析法(训练集的分类准确率为 98.33%,预测集的分类准确率为 96.67%)证实了这些分类结果的正确性。这项研究在测试模型的印刷特性和特殊形状模型的印刷特性之间建立了相关性,有助于评估复杂形状的可印刷性。
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来源期刊
Journal of Food Engineering
Journal of Food Engineering 工程技术-工程:化工
CiteScore
11.80
自引率
5.50%
发文量
275
审稿时长
24 days
期刊介绍: The journal publishes original research and review papers on any subject at the interface between food and engineering, particularly those of relevance to industry, including: Engineering properties of foods, food physics and physical chemistry; processing, measurement, control, packaging, storage and distribution; engineering aspects of the design and production of novel foods and of food service and catering; design and operation of food processes, plant and equipment; economics of food engineering, including the economics of alternative processes. Accounts of food engineering achievements are of particular value.
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