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Section 2: Decision Analysis > Chapter 4: Solution of Correlated Multi-Response... - Pg. 61

61 Case Study in Submerged Arc Welding Saurav Datta National Institute of Technology - Rourkela, India Goutam Nandi Jadavpur University, India Asish Bandyopadhyay Jadavpur University, India Pradip Kumar Pal Jadavpur University, India Solution of Correlated Multi-Response Optimization Problem: Chapter 4 ABSTRACT This paper highlights an integrated approach to solve the correlated multi-response optimization problem through a case study in submerged arc welding (SAW). The proposed approach has been presented to overcome different limitations and drawbacks of existing optimization techniques available in literature. Traditional Taguchi optimization technique is based under the assumption that quality responses are independent to each other; however, this assumption may not always be valid. A common trend in the solution of a multi-objective optimization problem is to convert these multi-objectives into an equivalent single objective function. While deriving this equivalent objective function, different weightage are as- signed to different responses according to their relative priority. In this regard, it seems that no specific guideline is available for assigning individual response weighs. To avoid this, Principal Component Analysis (PCA) has been adopted to eliminate correlation among individual desirability values and to calculate uncorrelated quality indices that have been aggregated to calculate overall grey relational grade. This study combines PCA, Desirability Function (DF) approach, and grey relation theory to the entropy measurement technique. Finally, the Taguchi method has been used to derive optimal process environment capable of producing desired weld quality related to bead geometry. DOI: 10.4018/978-1-4666-0933-4.ch004 Copyright © 2010, IGI Global. Copying or distributing in print or electronic forms without written permission of IGI Global is prohibited.