Cargando…
Simulating energy consumption based on material addition rates for material extrusion of CFR-PEEK: a trade-off between energy costs and cycle time
While many studies for material extrusion–based additive manufacturing (AM) of polymers focus on experimental approaches to evaluate relevant performance measures from process parameters, there is a lack of discussion to connect experimental results with useful applications. Also, one of the major d...
Autores principales: | , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer London
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8933047/ https://www.ncbi.nlm.nih.gov/pubmed/35342217 http://dx.doi.org/10.1007/s00170-022-08967-x |
_version_ | 1784671558712688640 |
---|---|
author | Hassan, Mohammad Rashidul Noh, Heena Park, Kijung Jeon, Hyun Woo |
author_facet | Hassan, Mohammad Rashidul Noh, Heena Park, Kijung Jeon, Hyun Woo |
author_sort | Hassan, Mohammad Rashidul |
collection | PubMed |
description | While many studies for material extrusion–based additive manufacturing (AM) of polymers focus on experimental approaches to evaluate relevant performance measures from process parameters, there is a lack of discussion to connect experimental results with useful applications. Also, one of the major deficiencies in the application literature is a trade-off analysis between energy costs and cycle time (time to produce an item from the beginning to the end) since improving these two measures simultaneously is challenging. Thus, this paper proposes an energy simulation method for performing a trade-off analysis between energy costs and cycle time using combinations of major AM process parameters for material extrusion. We conduct experiments using carbon fiber–reinforced poly-ether-ether-ketone (CFR-PEEK), which is increasingly used in material extrusion. From experimental results, we build a power model in which power (kW) is derived as a linear function of material addition rates (MAR). This MAR regression model is then used in a proposed simulation model that integrates discrete event simulation and numerical simulation. In our simulation case study of 50 machines and 40 scenarios, we investigate trade-offs between energy costs and cycle time with three control policies (P(1), P(25), and P(50)) that allow 1, 25, or 50 machines to start heating, respectively. The trade-off analysis results show that P(25) can be preferred when a balance between cycle time and energy costs is pursued, while P(1) or P(50) can be chosen if either energy cost (with P(1)) or cycle time (with P(50)) is more important than the other measure. Moreover, we find that the machine utilization, variability, and product volume have significant effects on energy costs and cycle time. |
format | Online Article Text |
id | pubmed-8933047 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Springer London |
record_format | MEDLINE/PubMed |
spelling | pubmed-89330472022-03-21 Simulating energy consumption based on material addition rates for material extrusion of CFR-PEEK: a trade-off between energy costs and cycle time Hassan, Mohammad Rashidul Noh, Heena Park, Kijung Jeon, Hyun Woo Int J Adv Manuf Technol Original Article While many studies for material extrusion–based additive manufacturing (AM) of polymers focus on experimental approaches to evaluate relevant performance measures from process parameters, there is a lack of discussion to connect experimental results with useful applications. Also, one of the major deficiencies in the application literature is a trade-off analysis between energy costs and cycle time (time to produce an item from the beginning to the end) since improving these two measures simultaneously is challenging. Thus, this paper proposes an energy simulation method for performing a trade-off analysis between energy costs and cycle time using combinations of major AM process parameters for material extrusion. We conduct experiments using carbon fiber–reinforced poly-ether-ether-ketone (CFR-PEEK), which is increasingly used in material extrusion. From experimental results, we build a power model in which power (kW) is derived as a linear function of material addition rates (MAR). This MAR regression model is then used in a proposed simulation model that integrates discrete event simulation and numerical simulation. In our simulation case study of 50 machines and 40 scenarios, we investigate trade-offs between energy costs and cycle time with three control policies (P(1), P(25), and P(50)) that allow 1, 25, or 50 machines to start heating, respectively. The trade-off analysis results show that P(25) can be preferred when a balance between cycle time and energy costs is pursued, while P(1) or P(50) can be chosen if either energy cost (with P(1)) or cycle time (with P(50)) is more important than the other measure. Moreover, we find that the machine utilization, variability, and product volume have significant effects on energy costs and cycle time. Springer London 2022-03-18 2022 /pmc/articles/PMC8933047/ /pubmed/35342217 http://dx.doi.org/10.1007/s00170-022-08967-x Text en © The Author(s), under exclusive licence to Springer-Verlag London Ltd., part of Springer Nature 2022 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic. |
spellingShingle | Original Article Hassan, Mohammad Rashidul Noh, Heena Park, Kijung Jeon, Hyun Woo Simulating energy consumption based on material addition rates for material extrusion of CFR-PEEK: a trade-off between energy costs and cycle time |
title | Simulating energy consumption based on material addition rates for material extrusion of CFR-PEEK: a trade-off between energy costs and cycle time |
title_full | Simulating energy consumption based on material addition rates for material extrusion of CFR-PEEK: a trade-off between energy costs and cycle time |
title_fullStr | Simulating energy consumption based on material addition rates for material extrusion of CFR-PEEK: a trade-off between energy costs and cycle time |
title_full_unstemmed | Simulating energy consumption based on material addition rates for material extrusion of CFR-PEEK: a trade-off between energy costs and cycle time |
title_short | Simulating energy consumption based on material addition rates for material extrusion of CFR-PEEK: a trade-off between energy costs and cycle time |
title_sort | simulating energy consumption based on material addition rates for material extrusion of cfr-peek: a trade-off between energy costs and cycle time |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8933047/ https://www.ncbi.nlm.nih.gov/pubmed/35342217 http://dx.doi.org/10.1007/s00170-022-08967-x |
work_keys_str_mv | AT hassanmohammadrashidul simulatingenergyconsumptionbasedonmaterialadditionratesformaterialextrusionofcfrpeekatradeoffbetweenenergycostsandcycletime AT nohheena simulatingenergyconsumptionbasedonmaterialadditionratesformaterialextrusionofcfrpeekatradeoffbetweenenergycostsandcycletime AT parkkijung simulatingenergyconsumptionbasedonmaterialadditionratesformaterialextrusionofcfrpeekatradeoffbetweenenergycostsandcycletime AT jeonhyunwoo simulatingenergyconsumptionbasedonmaterialadditionratesformaterialextrusionofcfrpeekatradeoffbetweenenergycostsandcycletime |