Modeling and Optimization of Caliber Rolling Process

Author:

Hsiang Su-Hai1,Lin Sheng-Li2

Affiliation:

1. Department of Mechanical Engineering, National Taiwan University of Science and Technology, 43 Keelung Road, Section 4, Taipei, Taiwan, ROC

2. Department of Mechanical Engineering, DE-LIN Institute of Technology, 1,380 LN, Chin-Yung Road, Tu-cheng, Taipei County, Taiwan, ROC

Abstract

Abstract In practice of caliber rolling, it is highly desirable to obtain optimal processing parameters to achieve the best quality in a short time. A sophisticated and faster simulation model of caliber rolling is proposed, and then a global optimal searching method—simulated annealing algorithm (SA)—is applied to find the optimal processing parameters of caliber rolling. The simulation model of caliber rolling in this paper was established by the back-propagation neural network (BPNN) model, which replaces the complex numerical analytical model, proposed in an earlier paper. This replacement improved the speed of simulation significantly.

Publisher

ASME International

Subject

Industrial and Manufacturing Engineering,Computer Science Applications,Mechanical Engineering,Control and Systems Engineering

Reference24 articles.

1. A Comparative Study of Slab, Upper Bound and Finite Element Methods for Predicting Force and Torque in Cold Rolling;Shivpuri;Int. J. Mach. Tools Manuf.

2. An Approximate Three-Dimensional Metal Flow Analysis for Shape Rolling;Kennedy;J. Eng. Ind.

3. Application of Three Dimensional Finite Element Analysis to Shape Rolling Processes;Park;J. Eng. Ind.

4. A Technique for Robust Design of Roll Passes for Consistent Rod Quality;Yoshimura;Trans. NAMRI/SME

5. Roll Pass Design Optimization Applying Fuzzy Reasoning Techniques;Kini;Trans. NAMRI/SME

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