ANN modeling of nickel base super alloys for time dependent deformation

Alloys 617 and 276 are nickel-based super alloys with excellent mechanical properties, oxidation, creepresistance, and phase stability at high temperatures. These alloys are used in complex and stochastic applications. Thus, it is difﬁcult to predict their output characteristics mathematicall...

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Main Authors:	Al Hazza, Muataz Hazza Faizi, Hassan, Muhammad Hasibul
Format:	Article
Language:	English
Published:	Engineering and Technology Publishing 2014
Subjects:	T Technology (General)
Online Access:	http://irep.iium.edu.my/35011/ http://irep.iium.edu.my/35011/ http://irep.iium.edu.my/35011/1/20140114114624455.pdf

id	iium-35011
recordtype	eprints
spelling	iium-350112018-05-24T01:27:27Z http://irep.iium.edu.my/35011/ ANN modeling of nickel base super alloys for time dependent deformation Al Hazza, Muataz Hazza Faizi Hassan, Muhammad Hasibul T Technology (General) Alloys 617 and 276 are nickel-based super alloys with excellent mechanical properties, oxidation, creepresistance, and phase stability at high temperatures. These alloys are used in complex and stochastic applications. Thus, it is difﬁcult to predict their output characteristics mathematically. Therefore, the non-conventional methods for modeling become more effective. These two alloys have been subjected to time-dependent deformation at high temperatures under sustained loading of different values. The creep results have been used to develop the new models. Artificial neural network (ANN) was applied to predict the creep rate and the anelastic elongation for the two alloys. The neural network contains twenty hidden layer with feed forward back propagation hierarchical. The neural network has been designed with MATLAB Neural Network Toolbox. The results show a high correlation between the predicted and the observed results which indicates the validity of the models. Engineering and Technology Publishing 2014-12 Article PeerReviewed application/pdf en http://irep.iium.edu.my/35011/1/20140114114624455.pdf Al Hazza, Muataz Hazza Faizi and Hassan, Muhammad Hasibul (2014) ANN modeling of nickel base super alloys for time dependent deformation. Journal of Automation and Control Engineering , 2 (4). pp. 353-356. ISSN 2301-3702 http://www.joace.org/
repository_type	Digital Repository
institution_category	Local University
institution	International Islamic University Malaysia
building	IIUM Repository
collection	Online Access
language	English
topic	T Technology (General)
spellingShingle	T Technology (General) Al Hazza, Muataz Hazza Faizi Hassan, Muhammad Hasibul ANN modeling of nickel base super alloys for time dependent deformation
description	Alloys 617 and 276 are nickel-based super alloys with excellent mechanical properties, oxidation, creepresistance, and phase stability at high temperatures. These alloys are used in complex and stochastic applications. Thus, it is difﬁcult to predict their output characteristics mathematically. Therefore, the non-conventional methods for modeling become more effective. These two alloys have been subjected to time-dependent deformation at high temperatures under sustained loading of different values. The creep results have been used to develop the new models. Artificial neural network (ANN) was applied to predict the creep rate and the anelastic elongation for the two alloys. The neural network contains twenty hidden layer with feed forward back propagation hierarchical. The neural network has been designed with MATLAB Neural Network Toolbox. The results show a high correlation between the predicted and the observed results which indicates the validity of the models.
format	Article
author	Al Hazza, Muataz Hazza Faizi Hassan, Muhammad Hasibul
author_facet	Al Hazza, Muataz Hazza Faizi Hassan, Muhammad Hasibul
author_sort	Al Hazza, Muataz Hazza Faizi
title	ANN modeling of nickel base super alloys for time dependent deformation
title_short	ANN modeling of nickel base super alloys for time dependent deformation
title_full	ANN modeling of nickel base super alloys for time dependent deformation
title_fullStr	ANN modeling of nickel base super alloys for time dependent deformation
title_full_unstemmed	ANN modeling of nickel base super alloys for time dependent deformation
title_sort	ann modeling of nickel base super alloys for time dependent deformation
publisher	Engineering and Technology Publishing
publishDate	2014
url	http://irep.iium.edu.my/35011/ http://irep.iium.edu.my/35011/ http://irep.iium.edu.my/35011/1/20140114114624455.pdf
first_indexed	2023-09-18T20:50:19Z
last_indexed	2023-09-18T20:50:19Z
_version_	1777409950759256064

ANN modeling of nickel base super alloys for time dependent deformation

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