Optimization of Multi-Pass Pocket Milling Parameter using Ant Colony Optimization

In material removal process, milling is one of the oldest processes that were introduced to remove unwanted material using rotated cutting tool. Although a lot of research to improve the process has been done, the process improvement is not stopping there because of evolving new material, method and...

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Main Authors: M. F. F., Ab Rashid, W. S., Wan Harun, S. A., Che Ghani, N. M. Z., Nik Mohamed, Ahmad Nasser, Mohd Rose
Format: Article
Language:English
Published: Trans Tech Publications, Switzerland 2014
Subjects:
Online Access:http://umpir.ump.edu.my/id/eprint/7003/
http://umpir.ump.edu.my/id/eprint/7003/
http://umpir.ump.edu.my/id/eprint/7003/
http://umpir.ump.edu.my/id/eprint/7003/1/fkm-2014-mff-Optimization%20of%20Multi-Pass%20Pocket%20Milling.pdf
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spelling ump-70032018-01-31T07:34:32Z http://umpir.ump.edu.my/id/eprint/7003/ Optimization of Multi-Pass Pocket Milling Parameter using Ant Colony Optimization M. F. F., Ab Rashid W. S., Wan Harun S. A., Che Ghani N. M. Z., Nik Mohamed Ahmad Nasser, Mohd Rose TJ Mechanical engineering and machinery In material removal process, milling is one of the oldest processes that were introduced to remove unwanted material using rotated cutting tool. Although a lot of research to improve the process has been done, the process improvement is not stopping there because of evolving new material, method and technology. This paper presents a study to optimize multi-pass pocket milling parameter using Ant Colony Optimization (ACO). Two objectives were set in this work; obtaining optimum surface roughness value (Ra), and minimize machining time (Tm), while the independent variables were spindle speed, feedrate and depth of cut. The numerical experiment confirm that the ACO is having better performance compare with other algorithms (including Genetic Algorithm) for this particular problem. Moreover, result from ACO algorithm able to meet required machining specification. Trans Tech Publications, Switzerland 2014 Article PeerReviewed application/pdf en http://umpir.ump.edu.my/id/eprint/7003/1/fkm-2014-mff-Optimization%20of%20Multi-Pass%20Pocket%20Milling.pdf M. F. F., Ab Rashid and W. S., Wan Harun and S. A., Che Ghani and N. M. Z., Nik Mohamed and Ahmad Nasser, Mohd Rose (2014) Optimization of Multi-Pass Pocket Milling Parameter using Ant Colony Optimization. Advanced Materials Research, 1043. pp. 65-70. ISSN 1022-6680 (print); 1662-8985 (online) http://www.scientific.net/AMR.1043.65 DOI: 10.4028/www.scientific.net/AMR.1043.65
repository_type Digital Repository
institution_category Local University
institution Universiti Malaysia Pahang
building UMP Institutional Repository
collection Online Access
language English
topic TJ Mechanical engineering and machinery
spellingShingle TJ Mechanical engineering and machinery
M. F. F., Ab Rashid
W. S., Wan Harun
S. A., Che Ghani
N. M. Z., Nik Mohamed
Ahmad Nasser, Mohd Rose
Optimization of Multi-Pass Pocket Milling Parameter using Ant Colony Optimization
description In material removal process, milling is one of the oldest processes that were introduced to remove unwanted material using rotated cutting tool. Although a lot of research to improve the process has been done, the process improvement is not stopping there because of evolving new material, method and technology. This paper presents a study to optimize multi-pass pocket milling parameter using Ant Colony Optimization (ACO). Two objectives were set in this work; obtaining optimum surface roughness value (Ra), and minimize machining time (Tm), while the independent variables were spindle speed, feedrate and depth of cut. The numerical experiment confirm that the ACO is having better performance compare with other algorithms (including Genetic Algorithm) for this particular problem. Moreover, result from ACO algorithm able to meet required machining specification.
format Article
author M. F. F., Ab Rashid
W. S., Wan Harun
S. A., Che Ghani
N. M. Z., Nik Mohamed
Ahmad Nasser, Mohd Rose
author_facet M. F. F., Ab Rashid
W. S., Wan Harun
S. A., Che Ghani
N. M. Z., Nik Mohamed
Ahmad Nasser, Mohd Rose
author_sort M. F. F., Ab Rashid
title Optimization of Multi-Pass Pocket Milling Parameter using Ant Colony Optimization
title_short Optimization of Multi-Pass Pocket Milling Parameter using Ant Colony Optimization
title_full Optimization of Multi-Pass Pocket Milling Parameter using Ant Colony Optimization
title_fullStr Optimization of Multi-Pass Pocket Milling Parameter using Ant Colony Optimization
title_full_unstemmed Optimization of Multi-Pass Pocket Milling Parameter using Ant Colony Optimization
title_sort optimization of multi-pass pocket milling parameter using ant colony optimization
publisher Trans Tech Publications, Switzerland
publishDate 2014
url http://umpir.ump.edu.my/id/eprint/7003/
http://umpir.ump.edu.my/id/eprint/7003/
http://umpir.ump.edu.my/id/eprint/7003/
http://umpir.ump.edu.my/id/eprint/7003/1/fkm-2014-mff-Optimization%20of%20Multi-Pass%20Pocket%20Milling.pdf
first_indexed 2023-09-18T22:03:14Z
last_indexed 2023-09-18T22:03:14Z
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