Hierarchical generation of Pareto optimal solutions in large-scale multiobjective systems

Hierarchical generation of Pareto optimal solutions in large-scale multiobjective systems

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Article ID: iaor2003393
Country: United Kingdom
Volume: 29
Issue: 11
Start Page Number: 1537
End Page Number: 1558
Publication Date: Sep 2002
Journal: Computers and Operations Research
Authors: , , , ,
Keywords: decision theory: multiple criteria
Abstract:

In this paper, the problem of the determination of Pareto optimal solutions for certain large-scale systems with multiple conflicting objectives is considered. As a consequence, a two-level hierarchical method is proposed, where the global problem is decomposed into smaller multiobjective problems (lower level) which are coordinated by an upper level that has to take into account the relative importance assigned to each subsystem. The scheme that has been developed is an iterative one, so that a continuous information exchange is carried out between both levels in order to obtain efficient solutions for the initial global problem. The practical implementation of the developed scheme allows us to prove its efficiency in terms of processing time.

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