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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...

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Autores principales: 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.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
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.
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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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