Optimisation via simulation: a metamodelling-based method and a case study. (1st January 2013)

• Record Type: Journal Article
• Authors: Villarreal-Marroquín, María G.; Castro, José M.; Chacón-Mondragón, Óscar Leonel; Cabrera-Ríos, Mauricio
• Is Part Of: European journal of industrial engineering. Volume 7:Number 3 (2013)
• Page Start: 275
• Page End: 294
• Publication Date: 2013-01-01
• Subjects: optimisation via simulation -- OvS -- metamodelling -- process improvement -- design of experiments -- DOEs -- industrial applications -- industrial engineering; Industrial engineering -- Europe -- Periodicals; 658.50094
• Languages: English
• ISSNs: 1751-5254

Abstract

Simulation is an important tool to make design and operation decisions to enhance the performance of manufacturing processes and systems. The coordinated use of optimisation methods and simulation models can result in better decisions. This paper presents an optimisation via simulation (OvS) strategy based on design of experiments and metamodelling. The strategy is satisfactorily evaluated in terms of effectiveness and efficiency using a series of global optimisation test functions. Additionally, a full-scale application of the proposed strategy to increase the throughput in a painting line of a company that manufactures automotive parts is detailed and discussed. The solution to this case study compares favourably to the results using a commercial OvS package.