Modelling and analysing the cutting forces in high speed hard end milling using neural network

High speed hard end milling is one of complex and costly shape machining compared to other machining processes. In high speed end hard milling, the tool wear or breakage are mostly happened due to the cutting forces which lead. In this research, the influencing of cutting speed, feed rate and depth...

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Main Authors:	Al Hazza, Muataz Hazza Faizi, Adesta, Erry Yulian Triblas
Format:	Article
Language:	English
Published:	Asian Research Publishing Network (ARPN) 2015
Subjects:	T Technology (General)
Online Access:	http://irep.iium.edu.my/46572/ http://irep.iium.edu.my/46572/ http://irep.iium.edu.my/46572/1/jeas_1215_3162.pdf

id	iium-46572
recordtype	eprints
spelling	iium-465722016-05-12T07:05:59Z http://irep.iium.edu.my/46572/ Modelling and analysing the cutting forces in high speed hard end milling using neural network Al Hazza, Muataz Hazza Faizi Adesta, Erry Yulian Triblas T Technology (General) High speed hard end milling is one of complex and costly shape machining compared to other machining processes. In high speed end hard milling, the tool wear or breakage are mostly happened due to the cutting forces which lead. In this research, the influencing of cutting speed, feed rate and depth of cut on cutting forces have been analysed and modelled using the artificial neural network approach using experimental data. The experiment was conducted using high speed end milling of AISI D2 cold work tool steel material hardened to 52 HRC under dry cutting condition. The measured data have been used to train and validate the outputs. The artificial neural network (ANN) has been used for modeling and predicting the cutting forces using the JMP software. The new model shows high accuracy compared the measured forces. Asian Research Publishing Network (ARPN) 2015-12 Article PeerReviewed application/pdf en http://irep.iium.edu.my/46572/1/jeas_1215_3162.pdf Al Hazza, Muataz Hazza Faizi and Adesta, Erry Yulian Triblas (2015) Modelling and analysing the cutting forces in high speed hard end milling using neural network. ARPN Journal of Engineering and Applied Sciences, 10 (22). 17270 -17275. ISSN 1819-6608 http://www.arpnjournals.org/jeas/research_papers/rp_2015/jeas_1215_3162.pdf
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 Adesta, Erry Yulian Triblas Modelling and analysing the cutting forces in high speed hard end milling using neural network
description	High speed hard end milling is one of complex and costly shape machining compared to other machining processes. In high speed end hard milling, the tool wear or breakage are mostly happened due to the cutting forces which lead. In this research, the influencing of cutting speed, feed rate and depth of cut on cutting forces have been analysed and modelled using the artificial neural network approach using experimental data. The experiment was conducted using high speed end milling of AISI D2 cold work tool steel material hardened to 52 HRC under dry cutting condition. The measured data have been used to train and validate the outputs. The artificial neural network (ANN) has been used for modeling and predicting the cutting forces using the JMP software. The new model shows high accuracy compared the measured forces.
format	Article
author	Al Hazza, Muataz Hazza Faizi Adesta, Erry Yulian Triblas
author_facet	Al Hazza, Muataz Hazza Faizi Adesta, Erry Yulian Triblas
author_sort	Al Hazza, Muataz Hazza Faizi
title	Modelling and analysing the cutting forces in high speed hard end milling using neural network
title_short	Modelling and analysing the cutting forces in high speed hard end milling using neural network
title_full	Modelling and analysing the cutting forces in high speed hard end milling using neural network
title_fullStr	Modelling and analysing the cutting forces in high speed hard end milling using neural network
title_full_unstemmed	Modelling and analysing the cutting forces in high speed hard end milling using neural network
title_sort	modelling and analysing the cutting forces in high speed hard end milling using neural network
publisher	Asian Research Publishing Network (ARPN)
publishDate	2015
url	http://irep.iium.edu.my/46572/ http://irep.iium.edu.my/46572/ http://irep.iium.edu.my/46572/1/jeas_1215_3162.pdf
first_indexed	2023-09-18T21:06:18Z
last_indexed	2023-09-18T21:06:18Z
_version_	1777410956173770752

Modelling and analysing the cutting forces in high speed hard end milling using neural network

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