Process targeting of multi-characteristic product using fuzzy logic and genetic algorithm with an interval based Taguchi cost function

In this paper, a fuzzy based process targeting model is developed for a product with multi-characteristic. It is assumed that the desired quality characteristics cannot be measured directly and has to be calculated indirectly from multi-input process parameters. A fuzzy relation between observed/input parameters and required/output characteristics is proposed. A genetic algorithm is developed to obtain optimal process targets. The utility of the proposed model and algorithm is illustrated by a realistic example.

[1]  William G. Hunter,et al.  Economic Selection of Quality Manufactured Product , 1984 .

[2]  Robert G. Batson,et al.  CONSTRAINED MULTIVARIATE LOSS FUNCTION MINIMIZATION , 2001 .

[3]  Stephen M. Pollock,et al.  Cost Savings Due to Variance Reduction in a Canning Process , 1992 .

[4]  William G. Hunter,et al.  Determining the Most Profitable Target Value for a Production Process , 1977 .

[5]  Damodar Y. Golhar Determination of the Best Mean Contents for A "Canning Problem" , 1987 .

[6]  Soundar Kumara,et al.  Fuzzy logic and neural networks for design of process parameters: A grinding process application , 1998 .

[7]  Chung-Ho Chen,et al.  Economic-Statistical Design of Multivariate Control Charts Using Quality Loss Function , 2002 .

[8]  Salih O. Duffuaa,et al.  INTEGRATED PROCESS TARGETING AND PRODUCT UNIFORMITY MODEL FOR THREE-CLASS SCREENING , 2002 .

[9]  F. J. Arcelus,et al.  Uniformity of Production vs. Conformance to Specifications in the Canning Problem , 1997 .

[10]  Stephen M. Pollock,et al.  Determination of the Optimal Process Mean and the Upper Limit for a Canning Problem , 1988 .

[11]  Salih O. Duffuaa,et al.  Process targeting with multi-class screening and measurement error , 2003 .

[12]  M. A. Rahim,et al.  Integrated model for determining the optimal initial settings of the process mean and the optimal production run assuming quadratic loss functions , 2004 .

[13]  M. Elshafei,et al.  Optimal Process Targeting of Multi-Components Multi-Characteristics Products , 2006 .