Integrated and interactive method for solving layout optimization problems
•We propose a integrated methodology to help the designer to solve layout optimization problem.•We create a multi objective modular optimization strategy that combines a genetic algorithm with local optimization.•We include the designer in each step of the methodology (interaction).•We applied the s...
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Veröffentlicht in: | Expert systems with applications 2013-11, Vol.40 (15), p.5796-5803 |
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Format: | Artikel |
Sprache: | eng |
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Zusammenfassung: | •We propose a integrated methodology to help the designer to solve layout optimization problem.•We create a multi objective modular optimization strategy that combines a genetic algorithm with local optimization.•We include the designer in each step of the methodology (interaction).•We applied the strategy to a shelter from Thales Group.•The adding of modules improve a lot the performance of the solution finding in layout optimization problems.
Having a significant impact on the design of many products and industrial systems, such as the subdivision of a ship, the layout of facilities in a plant or further still the assembly of parts of a mechanism, layout design optimization is at the heart of scientific issues. The design of an optimal layout solution is a critical and complex task due to the increasing demands of designers working on varied projects. This paper proposes an integrated approach to solve layout optimization problems, from the needs expressed by the designer to the creation of an ideal solution. This generic and interactive method is based on a design process divided into four steps: the description, the formulation, the solving of the problem, and the final decision. This process is based on a multiobjective modular optimization strategy that combines a genetic algorithm with local optimization modules. The method described in this paper is interactive because the designer participates in all process’s steps. For example, in the final decision step, the approach includes an interactive environment in order to let the designer choose and improve an optimal solution according to his personal judgment and expertise. The global method is applied to an industrial problem which deals with the search for an optimal layout of facilities in a shelter. |
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ISSN: | 0957-4174 1873-6793 |
DOI: | 10.1016/j.eswa.2013.03.045 |