Zigzag machining surface roughness modelling using evolutionary approach

Journal of Intelligent Manufacturing

Volumn 20, Issue 2, 2009, Pages 203-210

  Göloǧlu, Cevdet ^a   Arslan, Yenal ^b  

^a KARABUK UNIVERSITY   (Turkey)

^b Information Processing Centre   (Turkey)

Author keywords

Genetic Programming; Surface roughness prediction; Zigzag machining

Indexed keywords

BACKPROPAGATION; COMPUTER SOFTWARE SELECTION AND EVALUATION; CUTTING; FISCHER-TROPSCH SYNTHESIS; FUZZY INFERENCE; FUZZY SYSTEMS; GENETIC PROGRAMMING; MACHINING; METAL ANALYSIS; NEURAL NETWORKS; SURFACE ROUGHNESS;

ADAPTIVE NEURO-FUZZY INFERENCE SYSTEMS; ARTIFICIAL NEURAL NETWORKS; CUTTER PATHS; CUTTING PARAMETERS; CUTTING PROCESS; DIMENSIONAL ACCURACIES; EFFECTIVE PARAMETERS; EVOLUTIONARY APPROACHES; EXPERIMENTAL DATUM; EXPLICIT MODELS; MACHINING METHODS; MACHINING PROCESS; MACHINING SURFACES; METALLIC MATERIALS; MODELING OF SURFACE ROUGHNESS; SURFACE QUALITIES; SURFACE ROUGHNESS MODELS; TIME SPENT; WORK PIECES; ZIGZAG MACHINING;

SURFACE PROPERTIES;

EID: 62549130699     PISSN: 09565515     EISSN: 15728145     Source Type: Journal    
DOI: 10.1007/s10845-008-0222-1     Document Type: Article

References (19)

1. I.P. Arbizu C.J.L. Pérez 2003 Surface roughness prediction by factorial design of experiments in turning processes Journal of Materials Processing Technology 143-144 390 396
2. Banzhaf, W., Nordin, P., Keller, R. E., & Francone, F. (1998). Genetic programming-an introduction: On the automatic evolution of computer programs and its applications. Morgan Kaufmann Publishers, Inc. and dpunkt-Verlag für digitale Technologie GmbH, USA.
3. P.G. Benardos G.C. Vosniakos 2003 Predicting surface roughness in machining: A review International Journal of Machine Tools & Manufacture 43 833 844
4. Bharath R., Dorsen J. (1994) Neural network computing. USA: McGraw-Hill, New York
5. M. Brezocnik M. Kovacic M. Ficko 2004 Prediction of surface roughness with genetic programming Journal of Materials Processing Technology 157-158 28 36
6. M. Ficko I. Drstvensek M. Brezocnik J. Balic B. Vaupotic 2005 Prediction of total manufacturing costs for stamping tool on the basis of CAD-model of finished product Journal of Materials Processing Technology 164-165 1327 1335
7. Goldberg D.E. (1989) Genetic algorithms in search, optimization and machine learning. Addison-Wesley, Reading, MA
8. Göloǧlu, C., Arslan, Y. (2006). Zigzag machining surface roughness modelling using evolutionary approach. In Proceedings of 5th International Symposium on Intelligent Manufacturing Systems, (pp. 734-742). 29-31 May 2006.
9. Haykin, S. (1999). Neural networks: A comprehensive foundation(2nd ed.). Prentice Hall.
10. Holland J. (1975) Adaptation in natural and artificial systems. University of Michigan Press, Ann Arbor
11. J.R. Jang 1993 ANFIS: Adaptive network based fuzzy inference systems IEEE Transactions on Systems, Man and Cybernetics 23 3 665 685
12. M.A. Jarrah Y. Al-Assaf H. El Kadi 2002 Neuro-fuzzy modeling of fatigue life prediction of unidirectional glass fiber/epoxy composite laminates Journal of Composite Materials 36 685 700
13. Y. Jiao S. Lei Z.J. Pei E.S. Lee 2004 Fuzzy adaptive networks in machining process modeling: Surface roughness prediction for turning operations International Journal of Machine Tools & Manufacture 44 1643 1651
14. Koza J.R. (1992) Genetic programming: On the programming of computers by means of natural selection. MIT Press, Cambridge, MA
15. S.P. Lo 2003 An adaptive-network based fuzzy inference system for prediction of workpiece surface roughness in end milling Journal of Materials Processing Technology 142 665 675
16. S.M. Lou C.J. Chen M.C. Li 1988 Surface roughness prediction technique for CNC end-milling Journal of Industrial Technology 15 1 1 6
17. Rechenberg, I. (1974) Evolutionsstrategie: Optimierung technischer Systeme nach Prinzipien der biologischen Evolution. Stuttgart: Frommann-Holzboog Verlag.
18. N. Sakarya C. Göloǧlu 2006 Determination of cutter path strategies and cutting parameters effects on surface roughness in pocket milling by Taguchi method Journal of the Faculty of Engineering and Architecture of Gazi University 21 4 603 611
19. P.V.S. Suresh P.V. Rao S.G. Deshmukh 2002 A genetic algorithmic approach for optimization of surface roughness prediction model International Journal of Machine Tools & Manufacture 42 675 680