1999 · 16 citations · 17 references
Natural SciencesMechanical EngineeringMechatronics EngineeringOptimizationProcess ControlSimulation-based DesignCombinatorial OptimizationMetaheuristic OptimizationOptimal ControlSimulation MethodsSimulation OptimizationSimulation-based OptimizationExchange AlgorithmOptimization-based SimulationOptimization-driven SimulationSimulation Optimization Algorithms
...is an algorithm based on a simulated annealing algorithm (SA), a relatively recent algorithm for solving hard combinatorial optimization problems. The LEO algorithm was successfully applied to a facility layout problem, a scheduling problem and a line balancing problem. In this paper we will try to apply the LEO algorithm to the problem of optimizing a manufacturing simulation model, based on a Steelworks Plant. This paper also demonstrates the effectiveness and versatility of this algorithm. We compare the search effort of this algorithm with a Genetic Algorithm (GA) implementation of the same problem.
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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