Feature extraction from CAD model for milling strategy prediction

Strojniski Vestnik/Journal of Mechanical Engineering

Volumn 54, Issue 5, 2008, Pages 301-307

  Balič, Jože ^a   Klančnik, Simon ^a   Brezovnik, Simon ^a  

^a UNIVERSITY OF MARIBOR   (Slovenia)

Author keywords

CAD models; CAD CAM systems; Feature extraction; Milling strategies; Segmentation

Indexed keywords

CHLORINE COMPOUNDS; DATA PROCESSING; FEATURE EXTRACTION; FORECASTING; INTELLIGENT SYSTEMS; NEURAL NETWORKS; PARAMETER ESTIMATION;

ARTIFICIAL NEURAL NETWORK; CAD MODELING; CAD MODELS; CAD-CAM SYSTEMS; INDEPENDENT MODEL; INPUT DATA; INTELLIGENT PROCESSING; MILLING STRATEGIES; PREDICTION SYSTEMS; SEGMENTATION; TECHNOLOGICAL PARAMETERS; WORK PIECES;

COMPUTER AIDED DESIGN;

EID: 48849092329     PISSN: 00392480     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article

References (34)

1. Shishir Bhat, B. N. Profits and reduce cycle time with manufacturing cells. Advances in Production Engineering & Management, vol. 3, no. 1, p. 17-26, 2008.
2. Tyagi, V., Jain, A. Assessing the effectiveness of flexible process plans for loading and part type selection in FMS. Advances in Production Engineering & Management, vol. 3, no. 1, p. 27-44, 2008.
3. Buchmeister, B., Pavlinjek, J., Palcic, I. Polajnar, A.: Bullwhip effect problem in supply chains. Advances in Production Engineering & Management, vol. 3, no. 1, p. 45-55, 2008.
4. Rahimić, S., Višekruna, V. Optimization of generative CAPP system with minimum cost per piece. Advances in Production Engineering & Management, vol. 2, no. 4, p. 177-185, 2007.
5. Carpenter, I. D., Maropoulos, P. G. Automtic tool selection for milling operations Part 1: cutting data generation. Journal of Engineering Manufacture, 214(4), p. 271-282, 2000.
6. Balic, J. Intelligent CAD/CAM system for CNC programming-an overview. Advances in Production Engineering & Management, vol. 1, p. 13-21, 2007.
7. Renner, G.; Ekárt, A. Genetic algorithms in computer Aided design. Computer-Aided Design, vol. 35, p. 709-726, 2003.
8. Colak, O., Kurbanoglu, C., Kayacan, M. C. Milling surface roughness prediction using evolutionary programming methods. Materials and Design, vol. 28, p. 657-666, 2005.
9. Kovacic, M., Brezocnik, M., Pahole, I., Balic, J. , Kecelj, B. Evolutionary programming of CNC machines. Journal of Materials Processing Technology, vol. 164-165, p. 1379-1387, 2005.
10. Valenti, M. Machine tools get smarter. Mech. Engrg., vol. 117, 1995.
11. Balic, J.; Korosec, M. Intelligent tool path generation for milling of free surfaces using neural networks. International Journal of Machine Tools & Manufacture. vol. 42, p. 1171-1179, 2002.
12. Balič, J. Intelligent manufactory systems. University of Maribor, Faculty of mechanical engineering, Maribor, 2004.
13. Benardos P. G., Vosniakos G. C. Prediction of surface roughness in CNC face milling using neural networks and Taguchi's design of experiments. Robotics and Computer Integrated Manufacturing, vol. 18, p. 343-354, 2002.
14. Azouzi, R., Guillot, M. On-line prediction of surface finish and dimensional deviation in turning using neural network based sensor fusion. Int J MachTools Manuf, vol. 37, p. 1201-1217, 1997.
15. Yu-Hsuan, T., Chen J.C., Shi-Jer, L. An in process surface recognition system based on neural networks in end milling cutting operations. Int J MachTools Manuf, Vol. 39, p. 583-605.
16. Potočnik, B. Pattern recognition with neural networks. University of Maribor, Faculty of Electrical Engineering and Computer Science, Maribor, 2007.
17. Berikov, V., Litvinenko, A. Methods for statistical data analysis with decision trees. 2003.
18. Domingos, P., Pazzani,M. On the optimality of the simple Bayesian classifier under zero-one loss. Machine Learning, vol. 29, p. 103-137, 1997.
19. Cristianini, N., Shawe-Taylor, J. An introduction to support vector machines and other kernel-based learning methods. Cambridge University Press, 2000.
20. Fradkin, D., Muchnik, I. Support vector machines for classification. DIMACS Series in Discrete Mathematics and Theoretical Computer Science, vol. 70, p. 13-20, 2006.
21. Klančnik, S., Balič, J., Planinšič, P. Obstacle detection with active laser triangulation. Advances in Production Engineering & Management, vol. 2, p. 79-90, 2007.
22. Locombining double acute accentffler, J. Content-based Retrieval of 3D models in Distributed Web Database by Visual Shape Information. Int. Conf. On Information Visualisation, 2000.
23. Min, P., Chen, J., Funkhouser, T. A 2D sketch interface for a 3D model search egine. 2002.
24. Boyer, K. L., Srikantiah, R., Flynn, P.J. Salience sequential surface organization for free-form object recognition. Computer vision and image understanding, vol. 88, 2002.
25. Mokhtarian, F., Khalili, N., Yuen, P. Multi-scale free-form 3D object recognition using 3D models. Image and vision computing, vol. 19, p. 271-281, 2001.
26. Quek, K. H., Yarger, R.W. I., Kirbas, C.: Surface parameterization in volumetric images for curvature-based feature classification. IEEE transactions on system, Man and Cybernetics, 2001.
27. Kazhdan, M., Chazelle, B., Dobkin, D., Finkelstein, A., Funkhouser, T. A reflective symmetry description. European conf. on computer vision, 2002.
28. Kazhdan, M., Chazelle, B., Dobkin, D., Finkelstein, A., Funkhouser, T. A reflective symmetry description for 3D model. Algorithmica, 2003.
29. Funkhouser, T., Min, P., Kazhdan, M., Chen, J., Halderman, A., Dobkin, D. Asearch engine for 3D models. ACM transactions on graphics, vol. 22, p. 83-105, 2003.
30. Hilaga, M., Shinagawa, Y., Kohmura, T., Kunii, T. L. Topology matching for fully automatic similarity estimation of 3D shapes. SIGGRAPH, p. 203-212, 2001.
31. Novotni, M., Klein, R. A geometric approach to 3D object comparison. Int. Conf. on shape modeling and applications, p. 154-166, 2001.
32. Guid, N. Computer graphics. University of Maribor, Faculty of electrical engineering and computer science, Maribor, 2001.
33. Lefebvre, P., Lauwers, B. STL Model Segmentation for Multi-Axis Machining Operations Planning
34. Watson, D.F., Philip, G. M. Triangle based interpolation. Mathematical Geology. p. 779-795, 1984.