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The optimal clearance design of micro-punching die

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Warianty tytułu
Języki publikacji
EN
Abstrakty
EN
Purpose: The purpose of this research paper is focused on the optimal clearance design of micro-punching die by abductive network and SA method. Design/methodology/approach: The punching data (input) and wear size (output) were collected for a training database. In order to select proper clearance to evaluate the wear of die, the abductive network was used to establish an efficient relationship between input parameters and output result. This can help to predict wear size under any degree of clearance and hence to replace worn punches and dies at the right time. A simulated annealing (SA) optimization algorithm with a performance index is then applied to the neural network for searching the optimal clearance parameters, and obtains rather satisfactory result as compared with the corresponding experiment verification. Findings: This study aims to identify the relationship between clearance and service life of micro punches using the Neural Network, and to find relational data involving the service life of punches and punching parameters in non-metal blanking processes. The result can be used to estimate optimal clearance between punch and die for industrial applications. Research limitations/implications: In this study, the practical punching processes with different punching conditions were carried out for a set of training data. A trained model exhibited a relationship between service life and clearance of micro punch and die through an abductive network system. The predicted value of wear by abductive network is very close to the actual experimental value, with an error of less than 8%. This result satisfies the required standard for IC factory production. Originality/value: A good clearance design not only increases the quality of product manufactured, but also reduces product's burr. As a result, the wear of punches and dies can be greatly reduced and the life expectancy of punching dies increased.
Rocznik
Strony
79--82
Opis fizyczny
Bibliogr. 15 poz., il., tab., wykr.
Twórcy
autor
autor
autor
autor
  • Department of Mechanical Design Engineering, National Formosa University, 64 Wunhua St., Huwei, Yunlin, Taiwan, linwhs@nfu.edu.tw
Bibliografia
  • [1] S. Z. Qamar, T. Pervez, R. A. Siddiqui, A. K. Sheikh, A. F. M. Arif, Sensitivity analysis in life prediction of extrusion dies, Journal of Achievements in Materials and Manufacturing Engineering 25/ 1 (2007) 49-54.
  • [2] D. H. Park, S. S. King, S. B. Park, A Study on the improvement of formability for elliptical deep drawing processing, Journal of Materials Processing Technology 113 (2001) 662-665.
  • [3] S. Y. Luo, Effect of the geometry and the surface treatment of punching tools on the tool life and wear conditions in the piercing of thick steel plate, Journal of Materials Processing Technology 88 (1999) 122-133.
  • [4] G. Fang, P. Zeng, L. Lou, Finite element simulation of the effect of clearance on theforming quality in the blanking process, Journal of Materials Processing Technology 122 (2002) 249-254.
  • [5] Y. M. Hung, J. W. Chen, Influence of the tool clearance in the cylindrical cup-drawing process, Journal of Materials Processing Technology 57 (1996) 4-13.
  • [6] Z. Tekiner, M. Nalbant, H. Gurun, An experimental study for the effect of different clearances on burr, smooth-sheared and blanking force on aluminium sheet metal, Materials and Design 27 (2006) 1134-1138.
  • [7] F. Lieu, R. Sowerby, The determination of blank shape when deep drawing prismatic cups, Journal of Materials Processing Technology 9/3 (1991) 153-159.
  • [8] C. C. Tai, J. C. Lin, The Optimization deep clearance design for deep-draw dies, International Journal of Advanced Manufacturing Technology 14 (1998) 390-398.
  • [9] S. Y. Luo, Effect of the geometry and the surface treatment of punching tolls on the tool life and wear conditions in the piercing of thick steel plate, Journal of Materials Processing Technology 88 (1999) 122-133.
  • [10] B. Y. Joo, S. H. Rhim, S. I. Oh, Micro-hole fabrication by mechanical punching process, Journal of Materials Processing Technology 170 (2005) 593-601.
  • [11] J. H. Li, H. Du, Y. S. Niu, X. L. Fu, Research of the plastic status parameter and instantaneous clearance of a punching without burr, Journal of Materials Processing Technology 129 (2002) 305-309.
  • [12] C. F. Cheung, W. B. Lee, W. M. Chiu, An investigation of tool wear in dam-bar cutting of integrated circuit packages, Wear 237 (2000) 274-282.
  • [13] A. G. Ivakhnenko, Polynomial theory of complex system, IEEE Transaction on Systems, Man and Cybernetics 1 (1971) 364-378.
  • [14] A. R. Barron, Predicted Square Error, A Criterion for Automatic Model Selection, Self-Organizing Methods in Modeling: GMDH Type Algorithms, ed. by S. J. Farlow, Marcel-Dekker, New York. (1984).
  • [15] A. Metropolis, M. Rosenbluth, A. Rosenbluth, E. Teller, Equation of State Calculation by Fast Computing Machines. Journal of Chemical Physics 21 (1953) 1087-1092.
Typ dokumentu
Bibliografia
Identyfikator YADDA
bwmeta1.element.baztech-article-BWAN-0003-0060
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