Modelling of fuzzy inference system for micro milling - a preliminary study through FEM

Ball end milling process is one of the high-precision processes in fabricating spline and curve feature in manufactured components and parts. However, due to its complex geometrical feature, it is suggested to utilize expensive high-end tools to maintain its output accuracy during production due to...

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Main Authors:	Ainur Munira, Rosli, Ahmad Shahir, Jamaludin, Mohd Nizar, Mhd Razali, Amiril Sahab, Abdul Sani, Saiful Bahari, Hamzah, Mohd Shahril, Osman
Format:	Book Section
Language:	English English English
Published:	Universiti Malaysia Pahang 2018
Subjects:	TS Manufactures
Online Access:	http://umpir.ump.edu.my/id/eprint/25226/ http://umpir.ump.edu.my/id/eprint/25226/ http://umpir.ump.edu.my/id/eprint/25226/ http://umpir.ump.edu.my/id/eprint/25226/1/56.1%20Modelling%20of%20fuzzy%20inference%20system%20for%20micro%20milling.pdf http://umpir.ump.edu.my/id/eprint/25226/7/10.%20Modelling%20of%20fuzzy%20inference%20system%20for%20micro%20milling%20-%20a%20preliminary%20study%20through%20FEM.pdf http://umpir.ump.edu.my/id/eprint/25226/8/10.1%20Modelling%20of%20fuzzy%20inference%20system%20for%20micro%20milling%20-%20a%20preliminary%20study%20through%20FEM.pdf

id	ump-25226
recordtype	eprints
spelling	ump-252262020-02-11T08:26:26Z http://umpir.ump.edu.my/id/eprint/25226/ Modelling of fuzzy inference system for micro milling - a preliminary study through FEM Ainur Munira, Rosli Ahmad Shahir, Jamaludin Mohd Nizar, Mhd Razali Amiril Sahab, Abdul Sani Saiful Bahari, Hamzah Mohd Shahril, Osman TS Manufactures Ball end milling process is one of the high-precision processes in fabricating spline and curve feature in manufactured components and parts. However, due to its complex geometrical feature, it is suggested to utilize expensive high-end tools to maintain its output accuracy during production due to its limited tool life. However, to utilize downscale tools, an online monitoring system is proposed as a method in observing machining process in real time and preventive or diversion action can be taken. The paper is going to discuss on the modelling of analog to fuzzy inference system during the ball end milling process, as a motivation on the application of artificial intelligence into manufacturing sector. In current stage of the study, ideal ball end-milling cutting force output signal is estimated through finite-element simulation and analog to fuzzy inference system is modelled. Parameters such as cutting speed, feed rate and depth of cut are analyzed and it is expected that this method will optimize the application of end milling tool especially high precision micro ball end mill during the machining processes. Universiti Malaysia Pahang 2018 Book Section PeerReviewed pdf en http://umpir.ump.edu.my/id/eprint/25226/1/56.1%20Modelling%20of%20fuzzy%20inference%20system%20for%20micro%20milling.pdf pdf en http://umpir.ump.edu.my/id/eprint/25226/7/10.%20Modelling%20of%20fuzzy%20inference%20system%20for%20micro%20milling%20-%20a%20preliminary%20study%20through%20FEM.pdf pdf en http://umpir.ump.edu.my/id/eprint/25226/8/10.1%20Modelling%20of%20fuzzy%20inference%20system%20for%20micro%20milling%20-%20a%20preliminary%20study%20through%20FEM.pdf Ainur Munira, Rosli and Ahmad Shahir, Jamaludin and Mohd Nizar, Mhd Razali and Amiril Sahab, Abdul Sani and Saiful Bahari, Hamzah and Mohd Shahril, Osman (2018) Modelling of fuzzy inference system for micro milling - a preliminary study through FEM. In: Lecture Notes in Mechanical Engineering. Universiti Malaysia Pahang, pp. 445-456. ISBN 978-981-13-8323-6 https://link.springer.com/chapter/10.1007/978-981-13-8323-6_38 https://doi.org/10.1007/978-981-13-8323-6_38
repository_type	Digital Repository
institution_category	Local University
institution	Universiti Malaysia Pahang
building	UMP Institutional Repository
collection	Online Access
language	English English English
topic	TS Manufactures
spellingShingle	TS Manufactures Ainur Munira, Rosli Ahmad Shahir, Jamaludin Mohd Nizar, Mhd Razali Amiril Sahab, Abdul Sani Saiful Bahari, Hamzah Mohd Shahril, Osman Modelling of fuzzy inference system for micro milling - a preliminary study through FEM
description	Ball end milling process is one of the high-precision processes in fabricating spline and curve feature in manufactured components and parts. However, due to its complex geometrical feature, it is suggested to utilize expensive high-end tools to maintain its output accuracy during production due to its limited tool life. However, to utilize downscale tools, an online monitoring system is proposed as a method in observing machining process in real time and preventive or diversion action can be taken. The paper is going to discuss on the modelling of analog to fuzzy inference system during the ball end milling process, as a motivation on the application of artificial intelligence into manufacturing sector. In current stage of the study, ideal ball end-milling cutting force output signal is estimated through finite-element simulation and analog to fuzzy inference system is modelled. Parameters such as cutting speed, feed rate and depth of cut are analyzed and it is expected that this method will optimize the application of end milling tool especially high precision micro ball end mill during the machining processes.
format	Book Section
author	Ainur Munira, Rosli Ahmad Shahir, Jamaludin Mohd Nizar, Mhd Razali Amiril Sahab, Abdul Sani Saiful Bahari, Hamzah Mohd Shahril, Osman
author_facet	Ainur Munira, Rosli Ahmad Shahir, Jamaludin Mohd Nizar, Mhd Razali Amiril Sahab, Abdul Sani Saiful Bahari, Hamzah Mohd Shahril, Osman
author_sort	Ainur Munira, Rosli
title	Modelling of fuzzy inference system for micro milling - a preliminary study through FEM
title_short	Modelling of fuzzy inference system for micro milling - a preliminary study through FEM
title_full	Modelling of fuzzy inference system for micro milling - a preliminary study through FEM
title_fullStr	Modelling of fuzzy inference system for micro milling - a preliminary study through FEM
title_full_unstemmed	Modelling of fuzzy inference system for micro milling - a preliminary study through FEM
title_sort	modelling of fuzzy inference system for micro milling - a preliminary study through fem
publisher	Universiti Malaysia Pahang
publishDate	2018
url	http://umpir.ump.edu.my/id/eprint/25226/ http://umpir.ump.edu.my/id/eprint/25226/ http://umpir.ump.edu.my/id/eprint/25226/ http://umpir.ump.edu.my/id/eprint/25226/1/56.1%20Modelling%20of%20fuzzy%20inference%20system%20for%20micro%20milling.pdf http://umpir.ump.edu.my/id/eprint/25226/7/10.%20Modelling%20of%20fuzzy%20inference%20system%20for%20micro%20milling%20-%20a%20preliminary%20study%20through%20FEM.pdf http://umpir.ump.edu.my/id/eprint/25226/8/10.1%20Modelling%20of%20fuzzy%20inference%20system%20for%20micro%20milling%20-%20a%20preliminary%20study%20through%20FEM.pdf
first_indexed	2023-09-18T22:38:37Z
last_indexed	2023-09-18T22:38:37Z
_version_	1777416764346335232

Modelling of fuzzy inference system for micro milling - a preliminary study through FEM

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