{"title":"3D printing of special shape model: New insight into material properties and correlation of model printing properties","authors":"","doi":"10.1016/j.jfoodeng.2024.112385","DOIUrl":null,"url":null,"abstract":"<div><div>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.</div></div>","PeriodicalId":359,"journal":{"name":"Journal of Food Engineering","volume":null,"pages":null},"PeriodicalIF":5.3000,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Food Engineering","FirstCategoryId":"97","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0260877424004515","RegionNum":2,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ENGINEERING, CHEMICAL","Score":null,"Total":0}
引用次数: 0
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.
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.