Simultaneous optimal selection of design and manufacturing tolerances with different stack-up conditions using genetic algorithms

Simultaneous optimal selection of design and manufacturing tolerances with different stack-up conditions using genetic algorithms

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Article ID: iaor2004122
Country: United Kingdom
Volume: 41
Issue: 11
Start Page Number: 2411
End Page Number: 2429
Publication Date: Jan 2003
Journal: International Journal of Production Research
Authors: , ,
Keywords: genetic algorithms
Abstract:

Tolerance design is one of the most critical aspects of product design and development process as it affects both the product's functional requirements and manufacturing cost. Unnecessarily tight tolerances lead to increased manufacturing cost, while loose tolerances may lead to malfunctioning of the product. Traditionally, this important phase of product development is accomplished intuitively to satisfy design constraints, based on handbooks' data and/or skill and experience of the designers. Tolerance design carried out in this manner does not necessarily lead to an optimum design. Research in this area indicates that, in general, tolerance design is carried out sequentially in two steps; (1) tolerance design in computer-aided design to obtain design or functional tolerances and (2) tolerance design in computer-aided process planning to obtain manufacturing tolerances. Such a sequential approach to tolerance design suffers from several drawbacks, such as more time consumption, suboptimality and unhealthy working atmosphere. This paper reports on an integrated approach for simultaneous selection of design and manufacturing tolerances based on the minimization of the total manufacturing cost. The non-linear multivariable optimization problem formulated in this manner may result in a noisy solution surface, which can effectively be solved with the help of a global optimization technique. A solution methodology using genetic algorithms and applying penalty function approach with proper normalization of the penalty terms for handling the constraints is proposed. The application of the proposed methodology is demonstrated on a simple mechanical assembly with different tolerance stack-up conditions.

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