Linköping electronic conference proceedings · 2011 · 18 citations · 13 references
ArchitectureComputational EngineeringSystems EngineeringDesign AutomationDesign OptimizationOptimizationGenetic AlgorithmsModel-based DesignParameter OptimizationGenetic Algorithm Based DesignGenetic Algorithm OptimizationGenetic Algorithms For DesignTest Cases
One of the main goals when modeling a physical system is to optimize its design or configuration. Currently existing platforms are often dependent on commercial software or are based on in-house and special-purpose development tools. These two alternatives present disadvantages that limit sharing and reusability. The same assessment has partly motivated the origin of the Modelica language itself. In this paper, a new optimization platform called OMOptim is presented. Intrinsically linked with OpenModelica, this platform is mainly aimed at facilitating optimization algorithm development, as well as application use together with models. A first version is already available and three test cases of which one using respectively Dymola and two using OpenModelica are presented. Future developments and design considerations of OMOptim but also of related OpenModelica computation functions are also discussed.
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Genetic algorithms in search, optimization, and machine learning
Choice Reviews Online · 1989 · 49.3K citations
Optimization by Simulated Annealing
Scott Kirkpatrick, C. D. Gelatt, M.P. Vecchi · Science · 1983 · 44.6K citations
D. E. Goldberg · Medical Entomology and Zoology · 1989 · 10.1K citations