Optimization of roll forming process with evolutionary algorithm for green product

International Journal of Precision Engineering and Manufacturing

Volumn 14, Issue 12, 2013, Pages 2127-2135

  Park, Hong Seok ^a   Nguyen, Trung Thanh ^a  

^a University of Ulsan   (South Korea)

Author keywords

Genetic algorithm; Hill climbing; Knowledge based neural network; Roll forming process

Indexed keywords

FINITE ELEMENT METHOD; GENETIC ALGORITHMS; GLOBAL OPTIMIZATION; KNOWLEDGE BASED SYSTEMS;

CONVENTIONAL METHODS; GLOBAL OPTIMIZATION METHOD; HILL CLIMBING; HILL CLIMBING ALGORITHMS; KNOWLEDGE BASED NEURAL NETWORKS; PROCESS PARAMETERS; QUALITY OF PRODUCT; ROLL FORMING PROCESS;

NEURAL NETWORKS;

EID: 84891106985     PISSN: 22347593     EISSN: 20054602     Source Type: Journal    
DOI: 10.1007/s12541-013-0288-3     Document Type: Article

References (17)

1. Lindgren, M., "Experimental and Computational Investigation of the Roll Forming Process," Division of Material Mechanics, Luleå University of Technology, 2009.
2. Zeng, G., Li, S. H., Yu, Z. Q., and Lai, X. M., "Optimization Design of Roll Profiles for Cold Roll Forming Based on Response Surface Method," Materials & Design, Vol. 30, No. 6, pp. 1930-1938, 2009.
3. Paralikas, J., Salonitis, K., and Chryssolouris, G., "Optimization of Roll Forming Process Parameters - A Semi-Empirical Approach," The International Journal of Advanced Manufacturing Technology, Vol. 47, No. 9-12, pp. 1041-1052, 2010.
4. Chen, D.-C. and Chen, C.-F., "Use of Taguchi Method To Study a Robust Design for the Sectioned Beams Curvature During Rolling," Journal of Materials Processing Technology, Vol. 190, No. 1-3, pp. 130-137, 2007.
5. Shahani, A. R., Setayeshi, S., Nodamaie, S. A., Asadi, M. A., and Rezaie, S., "Prediction of Influence Parameters on the Hot Rolling Process Using Finite Element Method and Neural Network," Journal of Materials Processing Technology, Vol. 209, No. 4, pp. 1920-1935, 2009.
6. Pal, S., Pal, S. K., and Samantaray, A. K., "Artificial Neural Network Modeling of Weld Joint Strength Prediction of a Pulsed Metal Inert Gas Welding Process Using Arc Signals," Journal of Materials Processing Technology, Vol. 202, No. 1-3, pp. 464-474, 2008.
7. Harkouss, Y., Rousset, J., Chehade, H., Ngoya, E., Barataud, D., and Teyssier, J., "The Use of Artificial Neural Networks in Nonlinear Microwave Devices and Circuits Modeling: An Application to Telecommunication System Design (Invited Article)," International Journal of RF and Microwave ComputerAided Engineering, Vol. 9, No. 3, pp. 198-215, 1999.
8. Devabhaktuni, V. K., Xi, C., and Zhang, Q. J., "A Neural Network Approach to the Modeling of Heterojunction Bipolar Transistors from S-Parameter Data," Proc. of A Neural Network Approach to the Modeling of Heterojunction Bipolar Transistors from S-Parameter Data, Vol. 1, pp. 306-311, 1998.
9. Rajagopalan, R. and Rajagopalan, P., "Applications of Neural Network in Manufacturing," Proc. of Applications of neural network in manufacturing, Vol. 2, pp. 447-453, 1996.
10. Wang, F. and Qi Jun, Z., "Knowledge-Based Neural Models for Microwave Design," Microwave Theory and Techniques, IEEE Transactions on, Vol. 45, No. 12, pp. 2333-2343, 1997.
11. Park, H. S. and Dang, X. P., "Optimization of Conformal Cooling Channels with Array of Baffles for Plastic Injection Mold," Int. J. Precis. Eng. Manuf., Vol. 11, No. 6, pp. 879-890, 2010.
12. Kim, H. S., Koç, M., and Ni, J., "A Hybrid Multi-Fidelity Approach to the Optimal Design of Warm Forming Processes Using a Knowledge-Based Artificial Neural Network," International Journal of Machine Tools and Manufacture, Vol. 47, No. 2, pp. 211-222, 2007.
13. Abdelbar, A. and Tagliarini, G., "HONEST: A New High Order Feedforward Neural Network," Proc. of HONEST: A New High Order Feedforward Neural Network, Vol. 2, pp. 1257-1262, 1996.
14. Zhang, Q. J. and Gupta, K. C., "Neural Networks for RF and Microwave Design," Artech House, Inc., 2000.
15. Hagan, M. T. and Menhaj, M. B., "Training Feedforward Networks with the Marquardt Algorithm," Neural Networks, IEEE Transactions on, Vol. 5, No. 6, pp. 989-993, 1994.
16. Farzin, M., Salmani Tehrani, M., and Shameli, E., "Determination of Buckling Limit of Strain in Cold Roll Forming by the Finite Element Analysis," Journal of Materials Processing Technology, Vol. 125-126, pp. 626-632, 2002.
17. Salmani Tehrani, M., Moslemi Naeini, H., Hartley, P., and Khademizadeh, H., "Localized Edge Buckling in Cold Roll-Forming of Circular Tube Section," Journal of Materials Processing Technology, Vol. 177, No. 1-3, pp. 617-620, 2006.