Surface hardness prediction of CrN thin film coating on AL7075-T6 alloy using fuzzy logic system

In recent years, CrN coating has been identified as one of the most promising protective layers on surfaces of tools and dies due to its excellent mechanical properties, corrosion resistance, and surface hardness. This study presents the predicting of chromium nitride (CrN) coating surface hardness...

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Main Authors: Zalnezhad, E., Sarhan, Ahmed Aly Diaa Mohammed, Hamdi, M.
Format: Article
Published: 2013
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Online Access:http://eprints.um.edu.my/7241/
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spelling my.um.eprints.72412020-01-16T07:47:20Z http://eprints.um.edu.my/7241/ Surface hardness prediction of CrN thin film coating on AL7075-T6 alloy using fuzzy logic system Zalnezhad, E. Sarhan, Ahmed Aly Diaa Mohammed Hamdi, M. TS Manufactures In recent years, CrN coating has been identified as one of the most promising protective layers on surfaces of tools and dies due to its excellent mechanical properties, corrosion resistance, and surface hardness. This study presents the predicting of chromium nitride (CrN) coating surface hardness on AL7075-T6 using fuzzy logic technique. First, Al7075-T6 was coated with CrN at different parameter conditions, after which the surfaces hardness of the CrN-coated specimens was measured using a micro hardness machine. Next, a fuzzy logic model was established to predict the surface hardness of CrN coating on AL7075-T6 with respect to changes in input process parameters, DC power, temperature, and nitrogen flow rate based on the trained data obtained from the micro hardness test. Three membership functions were allocated in connection with each model input. Finally, five new experimental tests were carried out to verify the predicted results achieved via the fuzzy logic model. The results indicate an agreement between the fuzzy model and experimental results with 94.664 accuracy. 2013 Article PeerReviewed Zalnezhad, E. and Sarhan, Ahmed Aly Diaa Mohammed and Hamdi, M. (2013) Surface hardness prediction of CrN thin film coating on AL7075-T6 alloy using fuzzy logic system. International Journal of Precision Engineering and Manufacturing, 14 (3). pp. 467-473. ISSN 2234-7593
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/
topic TS Manufactures
spellingShingle TS Manufactures
Zalnezhad, E.
Sarhan, Ahmed Aly Diaa Mohammed
Hamdi, M.
Surface hardness prediction of CrN thin film coating on AL7075-T6 alloy using fuzzy logic system
description In recent years, CrN coating has been identified as one of the most promising protective layers on surfaces of tools and dies due to its excellent mechanical properties, corrosion resistance, and surface hardness. This study presents the predicting of chromium nitride (CrN) coating surface hardness on AL7075-T6 using fuzzy logic technique. First, Al7075-T6 was coated with CrN at different parameter conditions, after which the surfaces hardness of the CrN-coated specimens was measured using a micro hardness machine. Next, a fuzzy logic model was established to predict the surface hardness of CrN coating on AL7075-T6 with respect to changes in input process parameters, DC power, temperature, and nitrogen flow rate based on the trained data obtained from the micro hardness test. Three membership functions were allocated in connection with each model input. Finally, five new experimental tests were carried out to verify the predicted results achieved via the fuzzy logic model. The results indicate an agreement between the fuzzy model and experimental results with 94.664 accuracy.
format Article
author Zalnezhad, E.
Sarhan, Ahmed Aly Diaa Mohammed
Hamdi, M.
author_facet Zalnezhad, E.
Sarhan, Ahmed Aly Diaa Mohammed
Hamdi, M.
author_sort Zalnezhad, E.
title Surface hardness prediction of CrN thin film coating on AL7075-T6 alloy using fuzzy logic system
title_short Surface hardness prediction of CrN thin film coating on AL7075-T6 alloy using fuzzy logic system
title_full Surface hardness prediction of CrN thin film coating on AL7075-T6 alloy using fuzzy logic system
title_fullStr Surface hardness prediction of CrN thin film coating on AL7075-T6 alloy using fuzzy logic system
title_full_unstemmed Surface hardness prediction of CrN thin film coating on AL7075-T6 alloy using fuzzy logic system
title_sort surface hardness prediction of crn thin film coating on al7075-t6 alloy using fuzzy logic system
publishDate 2013
url http://eprints.um.edu.my/7241/
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score 13.211869