Automated Quality and Process Control for Additive Manufacturing using Deep Convolutional Neural Networks







Abstract
Open Access
ISSN 2689-5846
© 2022 by the authors; CC BY 4.0 licence
Recent Progress in Materials , Volume 4 , Issue 1 (2022)
Pages: 133
Published: April 2022
(This book is a printed edition that was published in Recent Progress in Materials)
Cover Story: This paper demonstrates a novel microfluidic device fabrication technique by combining a 3D printing and Polydimethylsiloxane (PDMS) process. A Digital Light Processing (DLP) 3D printer is used to fabricate both a master mold for the PDMS process and a substrate containing pneumatic ports. A microfluidic device with complex structures such as a taper structure was successfully fabricated and demonstrated.View this paper
Volume 4,Issue 1
Automated Quality and Process Control for Additive Manufacturing using Deep Convolutional Neural Networksby
![]() ![]() ![]() ![]() ![]() ![]() ![]() Abstract Additive Manufacturing (AM) is a crucial component of the smart manufacturing industry. In this paper, we propose an automated quality grading system for the fused deposition modeling (FDM) process as one of the major AM processes using a developed real-time deep convolutional neural net [...] |
Material Challenges and Opportunities in 3D Printing for Hip Implant ApplicationsAbstract There is a current need for tissue and organ repairs, replacement, and regeneration for patients who suffer from diseased or damaged tissues or organs. This situation is continuously on the rise and the supply of this form of therapy does not meet the patients demand mostly due to lack o [...] |
Life Cycle Assessment (LCA) of Wood Flour and Pellets for Manufacturing Wood-Plastic Composites (WPCs)Abstract This study is expanding the previous studies that were focused on the material properties and transportation costs of the two alternative feedstocks for manufacturing wood-plastic composites (WPCs): wood flour and pellets. Besides the material properties and cost analysis, life-cycle ass [...] |
Fabrication and Demonstration of a 3D-printing/PDMS Integrated Microfluidic Deviceby
![]() ![]() Abstract 3D printing is an attractive method to fabricate microfluidic devices due to (1) its fast and simple process without specialized equipment and cleanroom environment, and (2) its capability to create complex 3D structures. Combined with Polydimethylsiloxane (PDMS), it can be used to devel [...] |
Acknowledgment to Reviewers of Recent Progress in Materials in 2021Abstract The editors of Recent Progress in Materials would like to express their sincere gratitude to the following reviewers for assessing manuscripts in 2021. We greatly appreciate the contribution of expert reviewers, which is crucial to the journal's editorial process. We aim to recognize reviewer contri [...] |
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