Application of response surface methodology for parameter optimization of aluminum 7075 thixoforming feedstock billet production

This paper aims to present the experimental work to formulate optimum processing parameters of the direct thermal method (DTM) using response surface methodology (RSM) for high-quality feedstock billet production. The DTM is one of the techniques which is used to produce aluminum 7075 alloy feedstoc...

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Main Authors: Megalingam, A, Asnul Hadi, Ahmad, Nasrul Azuan, Alang, Juliawati, Alias, Nur Azhani, Abd Razak
Format: Article
Language:English
English
Published: Springer US 2023
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Online Access:http://umpir.ump.edu.my/id/eprint/39547/1/Application%20of%20Response%20Surface%20Methodology%20for%20Parameter_abst.pdf
http://umpir.ump.edu.my/id/eprint/39547/2/Application%20of%20Response%20Surface%20Methodology%20for%20Parameter.pdf
http://umpir.ump.edu.my/id/eprint/39547/
https://doi.org/10.1007/s11665-022-07535-4
https://doi.org/10.1007/s11665-022-07535-4
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spelling my.ump.umpir.395472023-12-07T07:15:19Z http://umpir.ump.edu.my/id/eprint/39547/ Application of response surface methodology for parameter optimization of aluminum 7075 thixoforming feedstock billet production Megalingam, A Asnul Hadi, Ahmad Nasrul Azuan, Alang Juliawati, Alias Nur Azhani, Abd Razak TJ Mechanical engineering and machinery This paper aims to present the experimental work to formulate optimum processing parameters of the direct thermal method (DTM) using response surface methodology (RSM) for high-quality feedstock billet production. The DTM is one of the techniques which is used to produce aluminum 7075 alloy feedstock billets with globular microstructures for thixoforming operations. Based on the central composite design (CCD) techniques, 13 experiments were performed using two factors and levels. Pouring temperature parameters in CCD varied from 645 to 685 °C, with holding times ranging from 20 to 60 s. The size of the microstructures of the produced feedstock billets was measured, and the different parameter combinations were analyzed in detail by RSM. Moreover, the distribution of elements and the impact of primary and secondary phases on microstructures were examined by scanning electron microscopy (SEM)). Statistical analysis showed that R2 values of circularity and aspect ratio were 0.96 and 0.97 and meanwhile probability values (p < 0.05), (F-value > p-value) at 95% confidence level, with an acceptable error percentage. RSM results showed that a pouring temperature of 665 °C and a holding time of 60 s produced the optimum globular microstructure. The grain diameter, circularity, and aspect ratio values were 61.12 µm, 0.707, and 1.44, respectively. Moreover, the predicted and experimental values are in good agreement. These experimental results that used the RSM explained the effects of the various combination parameters in detail using a limited number of experiments and have successfully identified the optimum parameters. Springer US 2023-07 Article PeerReviewed pdf en http://umpir.ump.edu.my/id/eprint/39547/1/Application%20of%20Response%20Surface%20Methodology%20for%20Parameter_abst.pdf pdf en http://umpir.ump.edu.my/id/eprint/39547/2/Application%20of%20Response%20Surface%20Methodology%20for%20Parameter.pdf Megalingam, A and Asnul Hadi, Ahmad and Nasrul Azuan, Alang and Juliawati, Alias and Nur Azhani, Abd Razak (2023) Application of response surface methodology for parameter optimization of aluminum 7075 thixoforming feedstock billet production. Journal of Materials Engineering and Performance, 32 (13). pp. 5919-5931. ISSN 1059-9495. (Published) https://doi.org/10.1007/s11665-022-07535-4 https://doi.org/10.1007/s11665-022-07535-4
institution Universiti Malaysia Pahang Al-Sultan Abdullah
building UMPSA Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaysia Pahang Al-Sultan Abdullah
content_source UMPSA Institutional Repository
url_provider http://umpir.ump.edu.my/
language English
English
topic TJ Mechanical engineering and machinery
spellingShingle TJ Mechanical engineering and machinery
Megalingam, A
Asnul Hadi, Ahmad
Nasrul Azuan, Alang
Juliawati, Alias
Nur Azhani, Abd Razak
Application of response surface methodology for parameter optimization of aluminum 7075 thixoforming feedstock billet production
description This paper aims to present the experimental work to formulate optimum processing parameters of the direct thermal method (DTM) using response surface methodology (RSM) for high-quality feedstock billet production. The DTM is one of the techniques which is used to produce aluminum 7075 alloy feedstock billets with globular microstructures for thixoforming operations. Based on the central composite design (CCD) techniques, 13 experiments were performed using two factors and levels. Pouring temperature parameters in CCD varied from 645 to 685 °C, with holding times ranging from 20 to 60 s. The size of the microstructures of the produced feedstock billets was measured, and the different parameter combinations were analyzed in detail by RSM. Moreover, the distribution of elements and the impact of primary and secondary phases on microstructures were examined by scanning electron microscopy (SEM)). Statistical analysis showed that R2 values of circularity and aspect ratio were 0.96 and 0.97 and meanwhile probability values (p < 0.05), (F-value > p-value) at 95% confidence level, with an acceptable error percentage. RSM results showed that a pouring temperature of 665 °C and a holding time of 60 s produced the optimum globular microstructure. The grain diameter, circularity, and aspect ratio values were 61.12 µm, 0.707, and 1.44, respectively. Moreover, the predicted and experimental values are in good agreement. These experimental results that used the RSM explained the effects of the various combination parameters in detail using a limited number of experiments and have successfully identified the optimum parameters.
format Article
author Megalingam, A
Asnul Hadi, Ahmad
Nasrul Azuan, Alang
Juliawati, Alias
Nur Azhani, Abd Razak
author_facet Megalingam, A
Asnul Hadi, Ahmad
Nasrul Azuan, Alang
Juliawati, Alias
Nur Azhani, Abd Razak
author_sort Megalingam, A
title Application of response surface methodology for parameter optimization of aluminum 7075 thixoforming feedstock billet production
title_short Application of response surface methodology for parameter optimization of aluminum 7075 thixoforming feedstock billet production
title_full Application of response surface methodology for parameter optimization of aluminum 7075 thixoforming feedstock billet production
title_fullStr Application of response surface methodology for parameter optimization of aluminum 7075 thixoforming feedstock billet production
title_full_unstemmed Application of response surface methodology for parameter optimization of aluminum 7075 thixoforming feedstock billet production
title_sort application of response surface methodology for parameter optimization of aluminum 7075 thixoforming feedstock billet production
publisher Springer US
publishDate 2023
url http://umpir.ump.edu.my/id/eprint/39547/1/Application%20of%20Response%20Surface%20Methodology%20for%20Parameter_abst.pdf
http://umpir.ump.edu.my/id/eprint/39547/2/Application%20of%20Response%20Surface%20Methodology%20for%20Parameter.pdf
http://umpir.ump.edu.my/id/eprint/39547/
https://doi.org/10.1007/s11665-022-07535-4
https://doi.org/10.1007/s11665-022-07535-4
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score 13.23648