Explicit consideration of multiple objectives in cellular manufacturing

Explicit consideration of multiple objectives in cellular manufacturing

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Article ID: iaor20082722
Country: United Kingdom
Volume: 39
Issue: 5
Start Page Number: 551
End Page Number: 565
Publication Date: Jul 2007
Journal: Engineering Optimization
Authors:
Keywords: manufacturing industries, heuristics: genetic algorithms
Abstract:

Although many methodologies have been proposed for solving the cell-formation problem, few of them explicitly consider the existence of multiple objectives in the design process. In this article, the development of multi-objective genetic programming single-linkage cluster analysis (GP-SLCA), an evolutionary methodology for the solution of the multi-objective cell-formation problem, is described. The proposed methodology combines an existing algorithm for the solution of single-objective cell-formation problems with NSGA-II, an elitist evolutionary multi-objective optimization technique. Multi-objective GP-SLCA is able to generate automatically a set of non-dominated solutions for a given multi-objective cell-formation problem. The benefits of the proposed approach are illustrated using an example test problem taken from the literature and an industrial case study.

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