Intelligent modeling and monitoring of micro-droplet profiles in 3D printing

doi:10.1016/j.isatra.2020.05.030

	Intelligent modeling and monitoring of micro-droplet profiles in 3D printing
	Lin, Xin 1,2; Zhu, Kunpeng 2,4; Zhou, Jinxin 1; Fuh, Jerry Ying Hsi 1,3
刊名	ISA TRANSACTIONS
	2020-10-01
卷号	105
关键词	Inkjet 3D printing Droplet profiles Monitoring RBF network
ISSN号	0019-0578
DOI	10.1016/j.isatra.2020.05.030
通讯作者	Zhu, Kunpeng(zhukp@iamt.ac.cn)
英文摘要	The inkjet 3D printing has been one of the most studied and applied additive manufacturing (AM) processes in electronic industry. In this AM process, the forming quality is greatly influenced by the micro-droplet deposition and substrate temperature. While most studies focus on the formation mechanism of droplets, there are few studies on the quantitative evaluation of the droplet surface profile and its qualitative correlation with temperature changes. In this study, the characteristics of droplet profile in three-dimensional inkjet printing were studied from two aspects, the modeling of droplet shape and the estimation of droplet temperature. For this purpose, different types of radial basis function networks (RBFN) are applied. The validity of the regularized RBFN model is developed and verified by experiments. The results show that the droplet shape can be accurately modeled and the drying temperature can be accurately estimated given the model. (C) 2020 ISA. Published by Elsevier Ltd. All rights reserved.
资助项目	National Natural Science Foundation of China[51805384] ; National Natural Science Foundation of China[51875379]
WOS关键词	NEURAL-NETWORKS ; INKJET ; DIAGNOSIS
WOS研究方向	Automation & Control Systems ; Engineering ; Instruments & Instrumentation
语种	英语
出版者	ELSEVIER SCIENCE INC
WOS记录号	WOS:000579489500029
资助机构	National Natural Science Foundation of China
内容类型	期刊论文
源URL	[http://ir.hfcas.ac.cn:8080/handle/334002/104548]
专题	中国科学院合肥物质科学研究院
通讯作者	Zhu, Kunpeng
作者单位	1.Natl Univ Singapore, Dept Mech Engn, Singapore 117575, Singapore 2.Wuhan Univ Sci & Technol, Sch Mech Automat, Wuhan 430081, Hubei, Peoples R China 3.NUS Res Inst NUSRI, Suzhou Ind Pk, Suzhou 215123, Peoples R China 4.Chinese Acad Sci, Inst Adv Mfg Technol, Hefei Inst Phys Sci, Changzhou 213164, Peoples R China
推荐引用方式 GB/T 7714	Lin, Xin,Zhu, Kunpeng,Zhou, Jinxin,et al. Intelligent modeling and monitoring of micro-droplet profiles in 3D printing[J]. ISA TRANSACTIONS,2020,105.
APA	Lin, Xin,Zhu, Kunpeng,Zhou, Jinxin,&Fuh, Jerry Ying Hsi.(2020).Intelligent modeling and monitoring of micro-droplet profiles in 3D printing.ISA TRANSACTIONS,105.
MLA	Lin, Xin,et al."Intelligent modeling and monitoring of micro-droplet profiles in 3D printing".ISA TRANSACTIONS 105(2020).