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Keywords: fused deposition modeling
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Journal Articles

Investigation of Printing Parameters of Additive Manufacturing Process for Sustainability Using Design of Experiments

Marwan Khalid, Qingjin Peng
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. March 2021, 143(3): 032001.
Paper No: MD-20-1403
https://doi.org/10.1115/1.4049521
Published Online: January 27, 2021
... sustainability of 3D printed products. AM building parameters can be properly selected to improve the sustainability of AM. This paper explores the fused deposition modeling (FDM) process parameters for sustainability to reduce the process energy and material consumption. Investigated parameters include...
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Topics: Additive manufacturing, Energy consumption, Experimental design, Printing, Sustainability, Weight (Mass), Design, Shells, Modeling
Journal Articles

Knowledge-Based Design of Artificial Neural Network Topology for Additive Manufacturing Process Modeling: A New Approach and Case Study for Fused Deposition Modeling

Hari P. N. Nagarajan, Hossein Mokhtarian, Hesam Jafarian, Saoussen Dimassi, Shahriar Bakrani-Balani, Azarakhsh Hamedi, Eric Coatanéa, G. Gary Wang, Karl R. Haapala
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research-Article
J. Mech. Des. February 2019, 141(2): 021705.
Paper No: MD-18-1545
https://doi.org/10.1115/1.4042084
Published Online: December 20, 2018
... knowledge of the process and other zones where missing knowledge is modeled using classical ANNs. The usefulness of the method is demonstrated using a case study to model wall thickness, part height, and total part mass in a fused deposition modeling (FDM) process. The KB-ANN-based model for FDM has...
View Articletitled, Knowledge-Based Design of Artificial Neural Network Topology for Additive Manufacturing Process Modeling: A New Approach and Case Study for Fused Deposition Modeling
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Topics: Artificial neural networks, Modeling, Topology, Dimensional analysis