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Multiobjective Optimization of Chemically Assisted Magnetic Abrasive Finishing (MAF) on Inconel 625 Tubes Using Genetic Algorithm: Modeling and Microstructural Analysis
The demand for the surface integrity of complex structures is drastically increasing in the field of aerospace, marine and automotive industry. Therefore, Inconel alloy, due to its superior attributes, has a wide scope for the improvement in surface integrity. To achieve the precise surface finish a...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9331377/ https://www.ncbi.nlm.nih.gov/pubmed/35893166 http://dx.doi.org/10.3390/mi13081168 |
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author | Singh, Gurpreet Kumar, Harish Kansal, Harmesh Kumar Sharma, Kamal Kumar, Raman Chohan, Jasgurpreet Singh Singh, Sandeep Sharma, Shubham Li, Changhe Królczyk, Grzegorz Królczyk, Jolanta B. |
author_facet | Singh, Gurpreet Kumar, Harish Kansal, Harmesh Kumar Sharma, Kamal Kumar, Raman Chohan, Jasgurpreet Singh Singh, Sandeep Sharma, Shubham Li, Changhe Królczyk, Grzegorz Królczyk, Jolanta B. |
author_sort | Singh, Gurpreet |
collection | PubMed |
description | The demand for the surface integrity of complex structures is drastically increasing in the field of aerospace, marine and automotive industry. Therefore, Inconel alloy, due to its superior attributes, has a wide scope for the improvement in surface integrity. To achieve the precise surface finish and enhance the process performance, process optimization is necessary. In current paper, chemically assisted MAF process parameters were optimized using the genetic algorithm (GA) approach during finishing of Inconel 625 tubes. Regression models were developed for improvement in internal surface finish (PIISF), improvement in external surface finish (PIESF), and material removal (MR) using Design expert software. Then, the surface microstructure of Inconel 625 tubes was analyzed using scanning electron microscopy (SEM). ANOVA analysis predicts that processing time and abrasive size have the highest percentage contribution in improving the surface finish and material removal. Multioptimization results suggested to set the level of processing time (A) at 75 min, surface rotational speed (B) at 60 RPM, weight % of abrasives (C) at 30%, chemical concentration (D) at 500 gm/lt and abrasive size (E) at 40 microns to obtain optimal parameters for PIISF, PIESF and MR responses. |
format | Online Article Text |
id | pubmed-9331377 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-93313772022-07-29 Multiobjective Optimization of Chemically Assisted Magnetic Abrasive Finishing (MAF) on Inconel 625 Tubes Using Genetic Algorithm: Modeling and Microstructural Analysis Singh, Gurpreet Kumar, Harish Kansal, Harmesh Kumar Sharma, Kamal Kumar, Raman Chohan, Jasgurpreet Singh Singh, Sandeep Sharma, Shubham Li, Changhe Królczyk, Grzegorz Królczyk, Jolanta B. Micromachines (Basel) Article The demand for the surface integrity of complex structures is drastically increasing in the field of aerospace, marine and automotive industry. Therefore, Inconel alloy, due to its superior attributes, has a wide scope for the improvement in surface integrity. To achieve the precise surface finish and enhance the process performance, process optimization is necessary. In current paper, chemically assisted MAF process parameters were optimized using the genetic algorithm (GA) approach during finishing of Inconel 625 tubes. Regression models were developed for improvement in internal surface finish (PIISF), improvement in external surface finish (PIESF), and material removal (MR) using Design expert software. Then, the surface microstructure of Inconel 625 tubes was analyzed using scanning electron microscopy (SEM). ANOVA analysis predicts that processing time and abrasive size have the highest percentage contribution in improving the surface finish and material removal. Multioptimization results suggested to set the level of processing time (A) at 75 min, surface rotational speed (B) at 60 RPM, weight % of abrasives (C) at 30%, chemical concentration (D) at 500 gm/lt and abrasive size (E) at 40 microns to obtain optimal parameters for PIISF, PIESF and MR responses. MDPI 2022-07-23 /pmc/articles/PMC9331377/ /pubmed/35893166 http://dx.doi.org/10.3390/mi13081168 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 Singh, Gurpreet Kumar, Harish Kansal, Harmesh Kumar Sharma, Kamal Kumar, Raman Chohan, Jasgurpreet Singh Singh, Sandeep Sharma, Shubham Li, Changhe Królczyk, Grzegorz Królczyk, Jolanta B. Multiobjective Optimization of Chemically Assisted Magnetic Abrasive Finishing (MAF) on Inconel 625 Tubes Using Genetic Algorithm: Modeling and Microstructural Analysis |
title | Multiobjective Optimization of Chemically Assisted Magnetic Abrasive Finishing (MAF) on Inconel 625 Tubes Using Genetic Algorithm: Modeling and Microstructural Analysis |
title_full | Multiobjective Optimization of Chemically Assisted Magnetic Abrasive Finishing (MAF) on Inconel 625 Tubes Using Genetic Algorithm: Modeling and Microstructural Analysis |
title_fullStr | Multiobjective Optimization of Chemically Assisted Magnetic Abrasive Finishing (MAF) on Inconel 625 Tubes Using Genetic Algorithm: Modeling and Microstructural Analysis |
title_full_unstemmed | Multiobjective Optimization of Chemically Assisted Magnetic Abrasive Finishing (MAF) on Inconel 625 Tubes Using Genetic Algorithm: Modeling and Microstructural Analysis |
title_short | Multiobjective Optimization of Chemically Assisted Magnetic Abrasive Finishing (MAF) on Inconel 625 Tubes Using Genetic Algorithm: Modeling and Microstructural Analysis |
title_sort | multiobjective optimization of chemically assisted magnetic abrasive finishing (maf) on inconel 625 tubes using genetic algorithm: modeling and microstructural analysis |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9331377/ https://www.ncbi.nlm.nih.gov/pubmed/35893166 http://dx.doi.org/10.3390/mi13081168 |
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