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Optimization of FFF Process Parameters by Naked Mole-Rat Algorithms with Enhanced Exploration and Exploitation Capabilities

Fused filament fabrication (FFF) has numerous process parameters that influence the mechanical strength of parts. Hence, many optimization studies are performed using conventional tools and algorithms. Although studies have also been performed using advanced algorithms, limited research has been rep...

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Autores principales: Chohan, Jasgurpreet Singh, Mittal, Nitin, Kumar, Raman, Singh, Sandeep, Sharma, Shubham, Dwivedi, Shashi Prakash, Saxena, Ambuj, Chattopadhyaya, Somnath, Ilyas, Rushdan A., Le, Chi Hieu, Wojciechowski, Szymon
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8196965/
https://www.ncbi.nlm.nih.gov/pubmed/34070964
http://dx.doi.org/10.3390/polym13111702
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author Chohan, Jasgurpreet Singh
Mittal, Nitin
Kumar, Raman
Singh, Sandeep
Sharma, Shubham
Dwivedi, Shashi Prakash
Saxena, Ambuj
Chattopadhyaya, Somnath
Ilyas, Rushdan A.
Le, Chi Hieu
Wojciechowski, Szymon
author_facet Chohan, Jasgurpreet Singh
Mittal, Nitin
Kumar, Raman
Singh, Sandeep
Sharma, Shubham
Dwivedi, Shashi Prakash
Saxena, Ambuj
Chattopadhyaya, Somnath
Ilyas, Rushdan A.
Le, Chi Hieu
Wojciechowski, Szymon
author_sort Chohan, Jasgurpreet Singh
collection PubMed
description Fused filament fabrication (FFF) has numerous process parameters that influence the mechanical strength of parts. Hence, many optimization studies are performed using conventional tools and algorithms. Although studies have also been performed using advanced algorithms, limited research has been reported in which variants of the naked mole-rat algorithm (NMRA) are implemented for solving the optimization issues of manufacturing processes. This study was performed to scrutinize optimum parameters and their levels to attain maximum impact strength, flexural strength and tensile strength based on five different FFF process parameters. The algorithm yielded better results than other studies and successfully achieved a maximum response, which may be helpful to enhance the mechanical strength of FFF parts. The study opens a plethora of research prospects for implementing NMRA in manufacturing. Moreover, the findings may help identify critical parametric levels for the fabrication of customized products at the commercial level and help to attain the objectives of Industry 4.0.
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spelling pubmed-81969652021-06-13 Optimization of FFF Process Parameters by Naked Mole-Rat Algorithms with Enhanced Exploration and Exploitation Capabilities Chohan, Jasgurpreet Singh Mittal, Nitin Kumar, Raman Singh, Sandeep Sharma, Shubham Dwivedi, Shashi Prakash Saxena, Ambuj Chattopadhyaya, Somnath Ilyas, Rushdan A. Le, Chi Hieu Wojciechowski, Szymon Polymers (Basel) Article Fused filament fabrication (FFF) has numerous process parameters that influence the mechanical strength of parts. Hence, many optimization studies are performed using conventional tools and algorithms. Although studies have also been performed using advanced algorithms, limited research has been reported in which variants of the naked mole-rat algorithm (NMRA) are implemented for solving the optimization issues of manufacturing processes. This study was performed to scrutinize optimum parameters and their levels to attain maximum impact strength, flexural strength and tensile strength based on five different FFF process parameters. The algorithm yielded better results than other studies and successfully achieved a maximum response, which may be helpful to enhance the mechanical strength of FFF parts. The study opens a plethora of research prospects for implementing NMRA in manufacturing. Moreover, the findings may help identify critical parametric levels for the fabrication of customized products at the commercial level and help to attain the objectives of Industry 4.0. MDPI 2021-05-23 /pmc/articles/PMC8196965/ /pubmed/34070964 http://dx.doi.org/10.3390/polym13111702 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
Chohan, Jasgurpreet Singh
Mittal, Nitin
Kumar, Raman
Singh, Sandeep
Sharma, Shubham
Dwivedi, Shashi Prakash
Saxena, Ambuj
Chattopadhyaya, Somnath
Ilyas, Rushdan A.
Le, Chi Hieu
Wojciechowski, Szymon
Optimization of FFF Process Parameters by Naked Mole-Rat Algorithms with Enhanced Exploration and Exploitation Capabilities
title Optimization of FFF Process Parameters by Naked Mole-Rat Algorithms with Enhanced Exploration and Exploitation Capabilities
title_full Optimization of FFF Process Parameters by Naked Mole-Rat Algorithms with Enhanced Exploration and Exploitation Capabilities
title_fullStr Optimization of FFF Process Parameters by Naked Mole-Rat Algorithms with Enhanced Exploration and Exploitation Capabilities
title_full_unstemmed Optimization of FFF Process Parameters by Naked Mole-Rat Algorithms with Enhanced Exploration and Exploitation Capabilities
title_short Optimization of FFF Process Parameters by Naked Mole-Rat Algorithms with Enhanced Exploration and Exploitation Capabilities
title_sort optimization of fff process parameters by naked mole-rat algorithms with enhanced exploration and exploitation capabilities
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8196965/
https://www.ncbi.nlm.nih.gov/pubmed/34070964
http://dx.doi.org/10.3390/polym13111702
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