Fuzzy logic-based approach to investigate the novel uses of nano suspended lubrication in precise machining of aerospace AL tempered grade 6061

Temper-grade aluminum alloy Al-6061-T6 is commonly used for many engineering purposes owing to its superior mechanical properties. Due to the practical importance, machining Al-6061-T6 alloy is crucial for different applications. The development of computer numerical control (CNC) of milling machine...

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Main Authors: Ooi, M.E., Sayuti, Mohd, Sarhan, A.A.D.
Format: Article
Language:English
Published: Elsevier 2015
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Online Access:http://eprints.um.edu.my/13847/1/Fuzzy_logic-based_approach_to_investigate_the_novel_uses_of.pdf
http://eprints.um.edu.my/13847/
http://www.sciencedirect.com/science/article/pii/S0959652614011767
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spelling my.um.eprints.138472019-04-16T03:14:52Z http://eprints.um.edu.my/13847/ Fuzzy logic-based approach to investigate the novel uses of nano suspended lubrication in precise machining of aerospace AL tempered grade 6061 Ooi, M.E. Sayuti, Mohd Sarhan, A.A.D. T Technology (General) TJ Mechanical engineering and machinery Temper-grade aluminum alloy Al-6061-T6 is commonly used for many engineering purposes owing to its superior mechanical properties. Due to the practical importance, machining Al-6061-T6 alloy is crucial for different applications. The development of computer numerical control (CNC) of milling machines is in progress by researchers worldwide for its noteworthy advantages. The quality of machining determines the product's appearance, function and reliability. Appropriate lubrication at the machining zone improves the tribological characteristic of Al-6061-T6 alloy, leading to higher product quality. For reasons of ambiguity during machining, the soft computing technique is chosen to predict the output. In this particular research scope, a new fuzzy logic-based approach is adopted to determine the machining performance while milling Al-6061-T6 alloy using SiO2 nanoparticles added to the lubricant. The effects of nanoparticle concentration, nozzle angle and air pressure are investigated to determine the optimum machining conditions, such as lowest cutting force, cutting temperature and surface roughness. Four membership functions are designated to connect with each input. The predicted results are computed by fuzzy logic and compared with the experimental results. The proposed fuzzy model exhibits high degree of reliability according to the experimental results. The computed results showed 96.195, 98.27 and 91.37 accuracy with experimental results for cutting force, cutting temperature and surface roughness. (C) 2014 Elsevier Ltd. All rights reserved. Elsevier 2015-02-15 Article PeerReviewed application/pdf en http://eprints.um.edu.my/13847/1/Fuzzy_logic-based_approach_to_investigate_the_novel_uses_of.pdf Ooi, M.E. and Sayuti, Mohd and Sarhan, A.A.D. (2015) Fuzzy logic-based approach to investigate the novel uses of nano suspended lubrication in precise machining of aerospace AL tempered grade 6061. Journal of Cleaner Production, 89. pp. 286-295. ISSN 0959-6526 http://www.sciencedirect.com/science/article/pii/S0959652614011767 DOI 10.1016/j.jclepro.2014.11.006
institution Universiti Malaya
building UM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaya
content_source UM Research Repository
url_provider http://eprints.um.edu.my/
language English
topic T Technology (General)
TJ Mechanical engineering and machinery
spellingShingle T Technology (General)
TJ Mechanical engineering and machinery
Ooi, M.E.
Sayuti, Mohd
Sarhan, A.A.D.
Fuzzy logic-based approach to investigate the novel uses of nano suspended lubrication in precise machining of aerospace AL tempered grade 6061
description Temper-grade aluminum alloy Al-6061-T6 is commonly used for many engineering purposes owing to its superior mechanical properties. Due to the practical importance, machining Al-6061-T6 alloy is crucial for different applications. The development of computer numerical control (CNC) of milling machines is in progress by researchers worldwide for its noteworthy advantages. The quality of machining determines the product's appearance, function and reliability. Appropriate lubrication at the machining zone improves the tribological characteristic of Al-6061-T6 alloy, leading to higher product quality. For reasons of ambiguity during machining, the soft computing technique is chosen to predict the output. In this particular research scope, a new fuzzy logic-based approach is adopted to determine the machining performance while milling Al-6061-T6 alloy using SiO2 nanoparticles added to the lubricant. The effects of nanoparticle concentration, nozzle angle and air pressure are investigated to determine the optimum machining conditions, such as lowest cutting force, cutting temperature and surface roughness. Four membership functions are designated to connect with each input. The predicted results are computed by fuzzy logic and compared with the experimental results. The proposed fuzzy model exhibits high degree of reliability according to the experimental results. The computed results showed 96.195, 98.27 and 91.37 accuracy with experimental results for cutting force, cutting temperature and surface roughness. (C) 2014 Elsevier Ltd. All rights reserved.
format Article
author Ooi, M.E.
Sayuti, Mohd
Sarhan, A.A.D.
author_facet Ooi, M.E.
Sayuti, Mohd
Sarhan, A.A.D.
author_sort Ooi, M.E.
title Fuzzy logic-based approach to investigate the novel uses of nano suspended lubrication in precise machining of aerospace AL tempered grade 6061
title_short Fuzzy logic-based approach to investigate the novel uses of nano suspended lubrication in precise machining of aerospace AL tempered grade 6061
title_full Fuzzy logic-based approach to investigate the novel uses of nano suspended lubrication in precise machining of aerospace AL tempered grade 6061
title_fullStr Fuzzy logic-based approach to investigate the novel uses of nano suspended lubrication in precise machining of aerospace AL tempered grade 6061
title_full_unstemmed Fuzzy logic-based approach to investigate the novel uses of nano suspended lubrication in precise machining of aerospace AL tempered grade 6061
title_sort fuzzy logic-based approach to investigate the novel uses of nano suspended lubrication in precise machining of aerospace al tempered grade 6061
publisher Elsevier
publishDate 2015
url http://eprints.um.edu.my/13847/1/Fuzzy_logic-based_approach_to_investigate_the_novel_uses_of.pdf
http://eprints.um.edu.my/13847/
http://www.sciencedirect.com/science/article/pii/S0959652614011767
_version_ 1643689665394376704
score 13.213126