Optimization of Turning Parameters to Minimize Production Cost using Genetic Algorithm
In material removal process, turning is one of the oldest processes that were introduced to remove unwanted material by rotating the workpiece. The turning process were significantly change by introduction of computer numerical control (CNC). However, the process improvement is not stopping the...
| Main Authors: | , |
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| Format: | Conference or Workshop Item |
| Language: | English |
| Published: |
2009
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| Subjects: | |
| Online Access: | http://umpir.ump.edu.my/id/eprint/5277/1/CUTSE_MOC_02_Optimization_of_Turning_Parameters_to_Minimize_Production_Cost.PDF |
| _version_ | 1796989941588164608 |
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| author | M. F. F., Ab Rashid Shah, Izwandi |
| author_facet | M. F. F., Ab Rashid Shah, Izwandi |
| author_sort | M. F. F., Ab Rashid |
| collection | UMP |
| description | In material removal process, turning is one of the
oldest processes that were introduced to remove unwanted
material by rotating the workpiece. The turning process were
significantly change by introduction of computer numerical
control (CNC). However, the process improvement is not
stopping there, but the focused has change to reduce the
machining cost. The parameter setting will affects a few
independent variables such as surface roughness, cutting force, machining time, machining cost and so on. Improper parameter selection will caused vibration in cutting, unsecure workpiece, unappealing finishing and cost consuming. Therefore, the optimum parameter setting is required because it related to certain quality characteristics such as the unit production cost. This paper presents the study to minimize production cost for CNC turning process by using genetic algorithm (GA) method with some modification. The result shows that, the GA with modification was capable to reduce 2.9% of production cost
compare to existing GA and two other methods. Therefore the
optimum parameter setting which produce minimum production
cost and in acceptable quality range was established.
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| first_indexed | 2024-03-06T11:44:28Z |
| format | Conference or Workshop Item |
| id | UMPir5277 |
| institution | Universiti Malaysia Pahang |
| language | English |
| last_indexed | 2024-03-06T11:44:28Z |
| publishDate | 2009 |
| record_format | dspace |
| spelling | UMPir52772015-03-03T09:24:02Z http://umpir.ump.edu.my/id/eprint/5277/ Optimization of Turning Parameters to Minimize Production Cost using Genetic Algorithm M. F. F., Ab Rashid Shah, Izwandi TS Manufactures In material removal process, turning is one of the oldest processes that were introduced to remove unwanted material by rotating the workpiece. The turning process were significantly change by introduction of computer numerical control (CNC). However, the process improvement is not stopping there, but the focused has change to reduce the machining cost. The parameter setting will affects a few independent variables such as surface roughness, cutting force, machining time, machining cost and so on. Improper parameter selection will caused vibration in cutting, unsecure workpiece, unappealing finishing and cost consuming. Therefore, the optimum parameter setting is required because it related to certain quality characteristics such as the unit production cost. This paper presents the study to minimize production cost for CNC turning process by using genetic algorithm (GA) method with some modification. The result shows that, the GA with modification was capable to reduce 2.9% of production cost compare to existing GA and two other methods. Therefore the optimum parameter setting which produce minimum production cost and in acceptable quality range was established. 2009 Conference or Workshop Item PeerReviewed application/pdf en http://umpir.ump.edu.my/id/eprint/5277/1/CUTSE_MOC_02_Optimization_of_Turning_Parameters_to_Minimize_Production_Cost.PDF M. F. F., Ab Rashid and Shah, Izwandi (2009) Optimization of Turning Parameters to Minimize Production Cost using Genetic Algorithm. In: 2nd CUTSE International Conference , 24-25 November 2009 , Curtin University of Technology, Sarawak Campus, Miri, Sarawak. pp. 1-4.. (Unpublished) |
| spellingShingle | TS Manufactures M. F. F., Ab Rashid Shah, Izwandi Optimization of Turning Parameters to Minimize Production Cost using Genetic Algorithm |
| title | Optimization of Turning Parameters to Minimize Production Cost using Genetic Algorithm
|
| title_full | Optimization of Turning Parameters to Minimize Production Cost using Genetic Algorithm
|
| title_fullStr | Optimization of Turning Parameters to Minimize Production Cost using Genetic Algorithm
|
| title_full_unstemmed | Optimization of Turning Parameters to Minimize Production Cost using Genetic Algorithm
|
| title_short | Optimization of Turning Parameters to Minimize Production Cost using Genetic Algorithm
|
| title_sort | optimization of turning parameters to minimize production cost using genetic algorithm |
| topic | TS Manufactures |
| url | http://umpir.ump.edu.my/id/eprint/5277/1/CUTSE_MOC_02_Optimization_of_Turning_Parameters_to_Minimize_Production_Cost.PDF |
| work_keys_str_mv | AT mffabrashid optimizationofturningparameterstominimizeproductioncostusinggeneticalgorithm AT shahizwandi optimizationofturningparameterstominimizeproductioncostusinggeneticalgorithm |