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Investigation of the Effects of Roller Spreading Parameters on Powder Bed Quality in Selective Laser Sintering

Powder spreading is one of crucial steps in selective laser sintering (SLS), which controls the quality of the powder bed and affects the quality of the printed parts. It is not advisable to use empirical methods or trial-and-error methods that consume lots of manpower and material resources to matc...

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Autores principales: Xiao, Xiangwu, Jin, Yufeng, Tan, Yuanqiang, Gao, Wei, Jiang, Shengqiang, Liu, Sisi, Chen, Meiliang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9181335/
https://www.ncbi.nlm.nih.gov/pubmed/35683145
http://dx.doi.org/10.3390/ma15113849
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author Xiao, Xiangwu
Jin, Yufeng
Tan, Yuanqiang
Gao, Wei
Jiang, Shengqiang
Liu, Sisi
Chen, Meiliang
author_facet Xiao, Xiangwu
Jin, Yufeng
Tan, Yuanqiang
Gao, Wei
Jiang, Shengqiang
Liu, Sisi
Chen, Meiliang
author_sort Xiao, Xiangwu
collection PubMed
description Powder spreading is one of crucial steps in selective laser sintering (SLS), which controls the quality of the powder bed and affects the quality of the printed parts. It is not advisable to use empirical methods or trial-and-error methods that consume lots of manpower and material resources to match the powder property parameters and powder laying process parameters. In this paper, powder spreading in realistic SLS settings was simulated using a discrete element method (DEM) to investigate the effects of the powder’s physical properties and operating conditions on the bed quality, characterized by the density characteristics, density uniformity, and flatness of the powder layer. A regression model of the powdering quality was established based on the response surface methodology (RSM). The relationship between the proposed powdering quality index and the research variables was well expressed. An improved multi-objective optimization algorithm of the non-dominated sorting genetic algorithm II (NSGA-II) was used to optimize the powder laying quality of nylon powder in the SLS process. We provided different optimization schemes according to the different process requirements. The reliability of the multi-objective optimization results for powdering quality was verified via experiments.
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spelling pubmed-91813352022-06-10 Investigation of the Effects of Roller Spreading Parameters on Powder Bed Quality in Selective Laser Sintering Xiao, Xiangwu Jin, Yufeng Tan, Yuanqiang Gao, Wei Jiang, Shengqiang Liu, Sisi Chen, Meiliang Materials (Basel) Article Powder spreading is one of crucial steps in selective laser sintering (SLS), which controls the quality of the powder bed and affects the quality of the printed parts. It is not advisable to use empirical methods or trial-and-error methods that consume lots of manpower and material resources to match the powder property parameters and powder laying process parameters. In this paper, powder spreading in realistic SLS settings was simulated using a discrete element method (DEM) to investigate the effects of the powder’s physical properties and operating conditions on the bed quality, characterized by the density characteristics, density uniformity, and flatness of the powder layer. A regression model of the powdering quality was established based on the response surface methodology (RSM). The relationship between the proposed powdering quality index and the research variables was well expressed. An improved multi-objective optimization algorithm of the non-dominated sorting genetic algorithm II (NSGA-II) was used to optimize the powder laying quality of nylon powder in the SLS process. We provided different optimization schemes according to the different process requirements. The reliability of the multi-objective optimization results for powdering quality was verified via experiments. MDPI 2022-05-27 /pmc/articles/PMC9181335/ /pubmed/35683145 http://dx.doi.org/10.3390/ma15113849 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Xiao, Xiangwu
Jin, Yufeng
Tan, Yuanqiang
Gao, Wei
Jiang, Shengqiang
Liu, Sisi
Chen, Meiliang
Investigation of the Effects of Roller Spreading Parameters on Powder Bed Quality in Selective Laser Sintering
title Investigation of the Effects of Roller Spreading Parameters on Powder Bed Quality in Selective Laser Sintering
title_full Investigation of the Effects of Roller Spreading Parameters on Powder Bed Quality in Selective Laser Sintering
title_fullStr Investigation of the Effects of Roller Spreading Parameters on Powder Bed Quality in Selective Laser Sintering
title_full_unstemmed Investigation of the Effects of Roller Spreading Parameters on Powder Bed Quality in Selective Laser Sintering
title_short Investigation of the Effects of Roller Spreading Parameters on Powder Bed Quality in Selective Laser Sintering
title_sort investigation of the effects of roller spreading parameters on powder bed quality in selective laser sintering
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9181335/
https://www.ncbi.nlm.nih.gov/pubmed/35683145
http://dx.doi.org/10.3390/ma15113849
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