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Analysis and Optimization of Dimensional Accuracy and Porosity of High Impact Polystyrene Material Printed by FDM Process: PSO, JAYA, Rao, and Bald Eagle Search Algorithms

High impact polystyrene (HIPS) material is widely used for low-strength structural applications. To ensure proper function, dimensional accuracy and porosity are at the forefront of industrial relevance. The dimensional accuracy cylindricity error (CE) and porosity of printed parts are influenced ma...

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Autores principales: Chandrashekarappa, Manjunath Patel Gowdru, Chate, Ganesh Ravi, Parashivamurthy, Vineeth, Kumar, Balakrishnamurthy Sachin, Bandukwala, Mohd Amaan Najeeb, Kaisar, Annan, Giasin, Khaled, Pimenov, Danil Yurievich, Wojciechowski, Szymon
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8658830/
https://www.ncbi.nlm.nih.gov/pubmed/34885633
http://dx.doi.org/10.3390/ma14237479
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author Chandrashekarappa, Manjunath Patel Gowdru
Chate, Ganesh Ravi
Parashivamurthy, Vineeth
Kumar, Balakrishnamurthy Sachin
Bandukwala, Mohd Amaan Najeeb
Kaisar, Annan
Giasin, Khaled
Pimenov, Danil Yurievich
Wojciechowski, Szymon
author_facet Chandrashekarappa, Manjunath Patel Gowdru
Chate, Ganesh Ravi
Parashivamurthy, Vineeth
Kumar, Balakrishnamurthy Sachin
Bandukwala, Mohd Amaan Najeeb
Kaisar, Annan
Giasin, Khaled
Pimenov, Danil Yurievich
Wojciechowski, Szymon
author_sort Chandrashekarappa, Manjunath Patel Gowdru
collection PubMed
description High impact polystyrene (HIPS) material is widely used for low-strength structural applications. To ensure proper function, dimensional accuracy and porosity are at the forefront of industrial relevance. The dimensional accuracy cylindricity error (CE) and porosity of printed parts are influenced mainly by the control variables (layer thickness, shell thickness, infill density, print speed of the fused deposition modeling (FDM) process). In this study, a central composite design (CCD) matrix was used to perform experiments and analyze the complete insight information of the process (control variables influence on CE and porosity of FDM parts). Shell thickness for CE and infill density for porosity were identified as the most significant factors. Layer thickness interaction with shell thickness, infill density (except for CE), and print speed were found to be significant for both outputs. The interaction factors, i.e., shell thickness and infill density, were insignificant (negligible effect) for both outputs. The models developed produced a better fit for regression with an R(2) equal to 94.56% for CE, and 99.10% for porosity, respectively. Four algorithms (bald eagle search optimization (BES), particle swarm optimization (PSO), RAO-3, and JAYA) were applied to determine optimal FDM conditions while examining six case studies (sets of weights assigned for porosity and CE) focused on minimizing both CE and porosity. BES and RAO-3 algorithms determined optimal conditions (layer thickness: 0.22 mm; shell thickness: 2 mm; infill density: 100%; print speed: 30 mm/s) at a reduced computation time equal to 0.007 s, differing from JAYA and PSO, which resulted in an experimental CE of 0.1215 mm and 2.5% of porosity in printed parts. Consequently, BES and RAO-3 algorithms are efficient tools for the optimization of FDM parts.
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spelling pubmed-86588302021-12-10 Analysis and Optimization of Dimensional Accuracy and Porosity of High Impact Polystyrene Material Printed by FDM Process: PSO, JAYA, Rao, and Bald Eagle Search Algorithms Chandrashekarappa, Manjunath Patel Gowdru Chate, Ganesh Ravi Parashivamurthy, Vineeth Kumar, Balakrishnamurthy Sachin Bandukwala, Mohd Amaan Najeeb Kaisar, Annan Giasin, Khaled Pimenov, Danil Yurievich Wojciechowski, Szymon Materials (Basel) Article High impact polystyrene (HIPS) material is widely used for low-strength structural applications. To ensure proper function, dimensional accuracy and porosity are at the forefront of industrial relevance. The dimensional accuracy cylindricity error (CE) and porosity of printed parts are influenced mainly by the control variables (layer thickness, shell thickness, infill density, print speed of the fused deposition modeling (FDM) process). In this study, a central composite design (CCD) matrix was used to perform experiments and analyze the complete insight information of the process (control variables influence on CE and porosity of FDM parts). Shell thickness for CE and infill density for porosity were identified as the most significant factors. Layer thickness interaction with shell thickness, infill density (except for CE), and print speed were found to be significant for both outputs. The interaction factors, i.e., shell thickness and infill density, were insignificant (negligible effect) for both outputs. The models developed produced a better fit for regression with an R(2) equal to 94.56% for CE, and 99.10% for porosity, respectively. Four algorithms (bald eagle search optimization (BES), particle swarm optimization (PSO), RAO-3, and JAYA) were applied to determine optimal FDM conditions while examining six case studies (sets of weights assigned for porosity and CE) focused on minimizing both CE and porosity. BES and RAO-3 algorithms determined optimal conditions (layer thickness: 0.22 mm; shell thickness: 2 mm; infill density: 100%; print speed: 30 mm/s) at a reduced computation time equal to 0.007 s, differing from JAYA and PSO, which resulted in an experimental CE of 0.1215 mm and 2.5% of porosity in printed parts. Consequently, BES and RAO-3 algorithms are efficient tools for the optimization of FDM parts. MDPI 2021-12-06 /pmc/articles/PMC8658830/ /pubmed/34885633 http://dx.doi.org/10.3390/ma14237479 Text en © 2021 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
Chandrashekarappa, Manjunath Patel Gowdru
Chate, Ganesh Ravi
Parashivamurthy, Vineeth
Kumar, Balakrishnamurthy Sachin
Bandukwala, Mohd Amaan Najeeb
Kaisar, Annan
Giasin, Khaled
Pimenov, Danil Yurievich
Wojciechowski, Szymon
Analysis and Optimization of Dimensional Accuracy and Porosity of High Impact Polystyrene Material Printed by FDM Process: PSO, JAYA, Rao, and Bald Eagle Search Algorithms
title Analysis and Optimization of Dimensional Accuracy and Porosity of High Impact Polystyrene Material Printed by FDM Process: PSO, JAYA, Rao, and Bald Eagle Search Algorithms
title_full Analysis and Optimization of Dimensional Accuracy and Porosity of High Impact Polystyrene Material Printed by FDM Process: PSO, JAYA, Rao, and Bald Eagle Search Algorithms
title_fullStr Analysis and Optimization of Dimensional Accuracy and Porosity of High Impact Polystyrene Material Printed by FDM Process: PSO, JAYA, Rao, and Bald Eagle Search Algorithms
title_full_unstemmed Analysis and Optimization of Dimensional Accuracy and Porosity of High Impact Polystyrene Material Printed by FDM Process: PSO, JAYA, Rao, and Bald Eagle Search Algorithms
title_short Analysis and Optimization of Dimensional Accuracy and Porosity of High Impact Polystyrene Material Printed by FDM Process: PSO, JAYA, Rao, and Bald Eagle Search Algorithms
title_sort analysis and optimization of dimensional accuracy and porosity of high impact polystyrene material printed by fdm process: pso, jaya, rao, and bald eagle search algorithms
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8658830/
https://www.ncbi.nlm.nih.gov/pubmed/34885633
http://dx.doi.org/10.3390/ma14237479
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