Optimisation of process planning functions by genetic algorithms
This paper introduces optimisation modules of a process planning system called OPPS-PRI (Optimised Process Planning System for PRIsmatic parts) which has been developed together with its interfaces to provide a complete CAD/CAM integration. Primary objective of this work is to develop an intelligent...
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| Published in | Computers & industrial engineering Vol. 36; no. 2; pp. 281 - 308 |
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| Main Authors | , |
| Format | Journal Article |
| Language | English |
| Published |
Elsevier Ltd
01.04.1999
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| Online Access | Get full text |
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| Abstract | This paper introduces optimisation modules of a process planning system called OPPS-PRI (Optimised Process Planning System for PRIsmatic parts) which has been developed together with its interfaces to provide a complete CAD/CAM integration. Primary objective of this work is to develop an intelligent and integrated CAD/CAM system for shop-floor use that can be used by an average operator and to produce globally optimised results (process plans and part programs). For this purpose, in this work, an attempt has been made to include the impact and potential of artificial intelligence (AI) in process planning applications and to optimise all events in an integrated CAD/CAM environment. GAs were extensively used in the development of process planning facilities and in the optimisation issues, in order to include profits of AI techniques into the system. |
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| AbstractList | This paper introduces optimisation modules of a process planning system called OPPS-PRI (Optimised Process Planning System for PRIsmatic parts) which has been developed together with its interfaces to provide a complete CAD/CAM integration. Primary objective of this work is to develop an intelligent and integrated CAD/CAM system for shop-floor use that can be used by an average operator and to produce globally optimised results (process plans and part programs). For this purpose, in this work, an attempt has been made to include the impact and potential of artificial intelligence (AI) in process planning applications and to optimise all events in an integrated CAD/CAM environment. GAs were extensively used in the development of process planning facilities and in the optimisation issues, in order to include profits of AI techniques into the system. |
| Author | Filiz, İ.Hüseyin Dereli, Türkay |
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| References | Michalewicz, Janikow (BIB15) 1991; 1 Kayacan, Filiz, Sönmez, Baykasoglu, Dereli (BIB1) 1996; 32 Rad-Tolouei, Bidhendi (BIB5) 1997; 37 Usher, Bowden (BIB10) 1996; 30 Ulusoy, Serifoglu, Bilge (BIB12) 1996 Dereli T, Baykasoglu A, Gindy NNZ, Filiz IH. Determination of optimal turret-index positions of cutting tools by using genetic algorithms. In: Proceedings of the Second International Symposium on Intelligent Manufacturing Systems, 6–7 August, Sakarya, TR, 1998. 2. p. 743–750 Somlo, Nagy (BIB7) 1977 Ostafiev, Globa (BIB19) 1984; 33 Humphreys (BIB8) 1991 Roy, Ghosh, Shivpuri (BIB6) 1996; 118 Chen, Tseng (BIB13) 1996; 7 Hertel Co., Germany Milling Technique, Catalogue 1994 Gen, Cheng (BIB3) 1997 Prasad, Rao, Rao (BIB9) 1997; 35 Hong, Guangzhou, Zongkai (BIB2) 1997; 32 Karaboga (BIB14) 1996 Sönmez, Baykasoglu, Dereli, Filiz (BIB4) 1999; 39 Kamhawi, Leclair, Philip (BIB11) 1996; 7 Schaffer, Eshelman, Offutt (BIB16) 1991 Lee, Choi (BIB17) 1995; 22 Michalewicz (10.1016/S0360-8352(99)00133-3_BIB15) 1991; 1 Prasad (10.1016/S0360-8352(99)00133-3_BIB9) 1997; 35 Schaffer (10.1016/S0360-8352(99)00133-3_BIB16) 1991 Kamhawi (10.1016/S0360-8352(99)00133-3_BIB11) 1996; 7 Chen (10.1016/S0360-8352(99)00133-3_BIB13) 1996; 7 Somlo (10.1016/S0360-8352(99)00133-3_BIB7) 1977 Humphreys (10.1016/S0360-8352(99)00133-3_BIB8) 1991 10.1016/S0360-8352(99)00133-3_BIB18 Rad-Tolouei (10.1016/S0360-8352(99)00133-3_BIB5) 1997; 37 Hong (10.1016/S0360-8352(99)00133-3_BIB2) 1997; 32 Usher (10.1016/S0360-8352(99)00133-3_BIB10) 1996; 30 Roy (10.1016/S0360-8352(99)00133-3_BIB6) 1996; 118 Karaboga (10.1016/S0360-8352(99)00133-3_BIB14) 1996 Ostafiev (10.1016/S0360-8352(99)00133-3_BIB19) 1984; 33 Lee (10.1016/S0360-8352(99)00133-3_BIB17) 1995; 22 Sönmez (10.1016/S0360-8352(99)00133-3_BIB4) 1999; 39 Ulusoy (10.1016/S0360-8352(99)00133-3_BIB12) 1996 Kayacan (10.1016/S0360-8352(99)00133-3_BIB1) 1996; 32 Gen (10.1016/S0360-8352(99)00133-3_BIB3) 1997 10.1016/S0360-8352(99)00133-3_BIB20 |
| References_xml | – volume: 30 start-page: 999 year: 1996 end-page: 1013 ident: BIB10 article-title: The application of genetic algorithms to operation sequencing for use in computer aided process planning publication-title: Computers and Industrial Engineering contributor: fullname: Bowden – volume: 22 start-page: 857 year: 1995 end-page: 869 ident: BIB17 article-title: A genetic algorithm for job sequencing problems with distinct due dates and general early–tardy penalty weights publication-title: Computers Operations Research contributor: fullname: Choi – volume: 35 start-page: 1495 year: 1997 end-page: 1522 ident: BIB9 article-title: Optimal selection of process parameters for turning operations in a CAPP system publication-title: International Journal of Production Research contributor: fullname: Rao – start-page: 438 year: 1996 end-page: 461 ident: BIB12 article-title: A genetic algorithm approach to the simultaneous scheduling of machines and automated guided vehicles 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Shivpuri – start-page: 102 year: 1991 end-page: 112 ident: BIB16 publication-title: Spurious correlations and premature convergence in genetic algorithms contributor: fullname: Offutt – volume: 32 start-page: 181 year: 1996 end-page: 195 ident: BIB1 article-title: OPPS-ROT: an optimised process planning system for rotational parts publication-title: Computers in Industry contributor: fullname: Dereli – volume: 32 start-page: 713 year: 1997 end-page: 725 ident: BIB2 article-title: A system of optimizing nesting with anological learning mechanism publication-title: Computers and Industrial Engineering contributor: fullname: Zongkai – volume: 7 start-page: 69 year: 1996 end-page: 76 ident: BIB13 article-title: The path and location planning of workpieces by genetic algorithms publication-title: Journal of Intelligent Manufacturing contributor: fullname: Tseng – volume: 39 start-page: 297 year: 1999 end-page: 320 ident: BIB4 article-title: Dynamic optimization of multipass milling 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development publication-title: Annals of the CIRP contributor: fullname: Globa – volume: 32 start-page: 713 issue: 4 year: 1997 ident: 10.1016/S0360-8352(99)00133-3_BIB2 article-title: A system of optimizing nesting with anological learning mechanism publication-title: Computers and Industrial Engineering doi: 10.1016/S0360-8352(97)00135-6 contributor: fullname: Hong – volume: 1 start-page: 75 year: 1991 ident: 10.1016/S0360-8352(99)00133-3_BIB15 article-title: Genetic algorithms for numerical optimization publication-title: Statistics Computing doi: 10.1007/BF01889983 contributor: fullname: Michalewicz – year: 1991 ident: 10.1016/S0360-8352(99)00133-3_BIB8 contributor: fullname: Humphreys – start-page: 438 year: 1996 ident: 10.1016/S0360-8352(99)00133-3_BIB12 article-title: A genetic algorithm approach to the simultaneous scheduling of machines and automated guided vehicles contributor: fullname: Ulusoy – volume: 7 start-page: 69 year: 1996 ident: 10.1016/S0360-8352(99)00133-3_BIB13 article-title: The path and location planning of workpieces by genetic algorithms publication-title: Journal of Intelligent Manufacturing doi: 10.1007/BF00114139 contributor: fullname: Chen – volume: 22 start-page: 857 issue: 8 year: 1995 ident: 10.1016/S0360-8352(99)00133-3_BIB17 article-title: A genetic algorithm for job sequencing problems with distinct due dates and general early–tardy penalty weights publication-title: Computers Operations Research doi: 10.1016/0305-0548(94)00073-H contributor: fullname: Lee – volume: 30 start-page: 999 issue: 4 year: 1996 ident: 10.1016/S0360-8352(99)00133-3_BIB10 article-title: The application of genetic algorithms to operation sequencing for use in computer aided process planning publication-title: Computers and Industrial Engineering doi: 10.1016/0360-8352(96)00048-4 contributor: fullname: Usher – volume: 32 start-page: 181 year: 1996 ident: 10.1016/S0360-8352(99)00133-3_BIB1 article-title: OPPS-ROT: an optimised process planning system for 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ident: 10.1016/S0360-8352(99)00133-3_BIB6 article-title: Optimal design of process variables in multi-pass wire drawing by genetic algorithms publication-title: Journal of Manufacturing Science and Engineering doi: 10.1115/1.2831017 contributor: fullname: Roy – volume: 35 start-page: 1495 issue: 6 year: 1997 ident: 10.1016/S0360-8352(99)00133-3_BIB9 article-title: Optimal selection of process parameters for turning operations in a CAPP system publication-title: International Journal of Production Research doi: 10.1080/002075497195083 contributor: fullname: Prasad – year: 1996 ident: 10.1016/S0360-8352(99)00133-3_BIB14 article-title: Design of fuzzy logic controllers using tabu search algorithm contributor: fullname: Karaboga – volume: 39 start-page: 297 issue: 2 year: 1999 ident: 10.1016/S0360-8352(99)00133-3_BIB4 article-title: Dynamic optimization of multipass milling operations via geometric programming publication-title: International Journal of Machine Tools and Manufacture doi: 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