Bicriteria product design optimization: An efficient solution procedure using AND/OR trees

Bicriteria product design optimization: An efficient solution procedure using AND/OR trees

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Article ID: iaor2004336
Country: United States
Volume: 49
Issue: 6
Start Page Number: 574
End Page Number: 592
Publication Date: Sep 2002
Journal: Naval Research Logistics
Authors: , ,
Keywords: decision theory: multiple criteria, design, optimization
Abstract:

Competitive imperatives are causing manufacturing firms to consider multiple criteria when designing products. However, current methods to deal with multiple criteria in product design are ad hoc in nature. In this paper we present a systematic procedure to efficiently solve bicriteria product design optimization problems. We first present a modeling framework, and AND/OR tree, which permits a simplified representation of product design optimization problems. We then show how product design optimization problems on AND/OR trees can be framed as network design problems on a special graph – a directed series-parallel graph. We develop an enumerative solution algorithm for the bicriteria problem that requires as a subroutine the solution of the parametric shortest path problem. Although this parametric problem is hard on general graphs, we show that it is polynomially solvable on the series-parallel graph. As a result we develop an efficient solution algorithm for the product design optimization problem that does not require the use of complex and expensive linear/integer programming solvers. As a byproduct of the solution algorithm, sensitivity analysis for product design optimization is also efficiently performed under this framework.

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