Cargando…
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...
Autores principales: | , , , , , , , , , , |
---|---|
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 |
_version_ | 1783706809313263616 |
---|---|
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. |
format | Online Article Text |
id | pubmed-8196965 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT chohanjasgurpreetsingh optimizationoffffprocessparametersbynakedmoleratalgorithmswithenhancedexplorationandexploitationcapabilities AT mittalnitin optimizationoffffprocessparametersbynakedmoleratalgorithmswithenhancedexplorationandexploitationcapabilities AT kumarraman optimizationoffffprocessparametersbynakedmoleratalgorithmswithenhancedexplorationandexploitationcapabilities AT singhsandeep optimizationoffffprocessparametersbynakedmoleratalgorithmswithenhancedexplorationandexploitationcapabilities AT sharmashubham optimizationoffffprocessparametersbynakedmoleratalgorithmswithenhancedexplorationandexploitationcapabilities AT dwivedishashiprakash optimizationoffffprocessparametersbynakedmoleratalgorithmswithenhancedexplorationandexploitationcapabilities AT saxenaambuj optimizationoffffprocessparametersbynakedmoleratalgorithmswithenhancedexplorationandexploitationcapabilities AT chattopadhyayasomnath optimizationoffffprocessparametersbynakedmoleratalgorithmswithenhancedexplorationandexploitationcapabilities AT ilyasrushdana optimizationoffffprocessparametersbynakedmoleratalgorithmswithenhancedexplorationandexploitationcapabilities AT lechihieu optimizationoffffprocessparametersbynakedmoleratalgorithmswithenhancedexplorationandexploitationcapabilities AT wojciechowskiszymon optimizationoffffprocessparametersbynakedmoleratalgorithmswithenhancedexplorationandexploitationcapabilities |