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Experimental Investigations and Effect of Nano-Powder-Mixed EDM Variables on Performance Measures of Nitinol SMA
In the present study, the effect of alumina (Al(2)O(3)) nano-powder was investigated for the electrical discharge machining (EDM) of a Nitinol shape memory alloy (SMA). In addition to the nano-powder concentration, other parameters of pulse-on-time (T(on)), pulse-off-time (T(off)), and current were...
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/PMC9610401/ https://www.ncbi.nlm.nih.gov/pubmed/36295456 http://dx.doi.org/10.3390/ma15207392 |
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author | Chaudhari, Rakesh Shah, Yug Khanna, Sakshum Patel, Vivek K. Vora, Jay Pimenov, Danil Yurievich Giasin, Khaled |
author_facet | Chaudhari, Rakesh Shah, Yug Khanna, Sakshum Patel, Vivek K. Vora, Jay Pimenov, Danil Yurievich Giasin, Khaled |
author_sort | Chaudhari, Rakesh |
collection | PubMed |
description | In the present study, the effect of alumina (Al(2)O(3)) nano-powder was investigated for the electrical discharge machining (EDM) of a Nitinol shape memory alloy (SMA). In addition to the nano-powder concentration, other parameters of pulse-on-time (T(on)), pulse-off-time (T(off)), and current were selected for the performance measures of the material removal rate (MRR), surface roughness (SR), and tool wear rate (TWR) of Nitinol SMA. The significance of the design variables on all the output measures was analyzed through an analysis of variance (ANOVA). The regression model term has significantly impacted the developed model terms for all the selected measures. In the case of individual variables, Al(2)O(3) powder concentration (PC), T(off), and T(on) had significantly impacted MRR, TWR, and SR measures, respectively. The influence of EDM variables were studied through main effect plots. The teaching–learning-based optimization (TLBO) technique was implemented to find an optimal parametric setting for attaining the desired levels of all the performance measures. Pursuant to this, the optimal parametric settings of current at 24 A, PC at 4 g/L, T(off) at 10 µs, and T(on) of 4 µs have shown optimal input parameters of 43.57 mg/min for MRR, 6.478 mg/min for TWR, and 3.73 µm for SR. These results from the TLBO technique were validated by performing the experiments at the optimal parametric settings of the EDM process. By considering the different user and application requirements, 40 Pareto points with unique solutions were generated. Lastly, scanning electron microscopy (SEM) performed the machined surface analysis. The authors consider this to be very beneficial in the nano-powder-mixed EDM process for appropriate manufacturing operations. |
format | Online Article Text |
id | pubmed-9610401 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-96104012022-10-28 Experimental Investigations and Effect of Nano-Powder-Mixed EDM Variables on Performance Measures of Nitinol SMA Chaudhari, Rakesh Shah, Yug Khanna, Sakshum Patel, Vivek K. Vora, Jay Pimenov, Danil Yurievich Giasin, Khaled Materials (Basel) Article In the present study, the effect of alumina (Al(2)O(3)) nano-powder was investigated for the electrical discharge machining (EDM) of a Nitinol shape memory alloy (SMA). In addition to the nano-powder concentration, other parameters of pulse-on-time (T(on)), pulse-off-time (T(off)), and current were selected for the performance measures of the material removal rate (MRR), surface roughness (SR), and tool wear rate (TWR) of Nitinol SMA. The significance of the design variables on all the output measures was analyzed through an analysis of variance (ANOVA). The regression model term has significantly impacted the developed model terms for all the selected measures. In the case of individual variables, Al(2)O(3) powder concentration (PC), T(off), and T(on) had significantly impacted MRR, TWR, and SR measures, respectively. The influence of EDM variables were studied through main effect plots. The teaching–learning-based optimization (TLBO) technique was implemented to find an optimal parametric setting for attaining the desired levels of all the performance measures. Pursuant to this, the optimal parametric settings of current at 24 A, PC at 4 g/L, T(off) at 10 µs, and T(on) of 4 µs have shown optimal input parameters of 43.57 mg/min for MRR, 6.478 mg/min for TWR, and 3.73 µm for SR. These results from the TLBO technique were validated by performing the experiments at the optimal parametric settings of the EDM process. By considering the different user and application requirements, 40 Pareto points with unique solutions were generated. Lastly, scanning electron microscopy (SEM) performed the machined surface analysis. The authors consider this to be very beneficial in the nano-powder-mixed EDM process for appropriate manufacturing operations. MDPI 2022-10-21 /pmc/articles/PMC9610401/ /pubmed/36295456 http://dx.doi.org/10.3390/ma15207392 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 Chaudhari, Rakesh Shah, Yug Khanna, Sakshum Patel, Vivek K. Vora, Jay Pimenov, Danil Yurievich Giasin, Khaled Experimental Investigations and Effect of Nano-Powder-Mixed EDM Variables on Performance Measures of Nitinol SMA |
title | Experimental Investigations and Effect of Nano-Powder-Mixed EDM Variables on Performance Measures of Nitinol SMA |
title_full | Experimental Investigations and Effect of Nano-Powder-Mixed EDM Variables on Performance Measures of Nitinol SMA |
title_fullStr | Experimental Investigations and Effect of Nano-Powder-Mixed EDM Variables on Performance Measures of Nitinol SMA |
title_full_unstemmed | Experimental Investigations and Effect of Nano-Powder-Mixed EDM Variables on Performance Measures of Nitinol SMA |
title_short | Experimental Investigations and Effect of Nano-Powder-Mixed EDM Variables on Performance Measures of Nitinol SMA |
title_sort | experimental investigations and effect of nano-powder-mixed edm variables on performance measures of nitinol sma |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9610401/ https://www.ncbi.nlm.nih.gov/pubmed/36295456 http://dx.doi.org/10.3390/ma15207392 |
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