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Öğe A performance analysis for minimum spanning tree based genetic algorithm approach to design and optimize distribution network problem(2006) Paksoy, Turan.; Güleş, Hasan Kürşat.Supply chain management encompasses a complex business relations network that contains synchronized inter and intra organizational efforts to optimizing forward flow of materials and reverse flow of knowledge through the overall production and distribution system from raw material suppliers to the last customers. Thus, one of the vital issues in supply chain management is design and optimization of a large network consisting of various business entities such as suppliers, manufacturers, distribution centers and customers. In the literature, this design problem is generally defined as non polynomial-hard (NP-hard) and genetic algorithm approach is one of the popular solution methods for the problem. From this point of view, in this study, performance analysis for minimum spanning based genetic algorithm approach to a design and optimization of distribution networks problem (which is a combination of multiple-choice Knapsack problem with the capacitated location-allocation problem) in supply chain management is made and optimum combination of genetic operators is searched. 162 experimentations are made by a genetic algorithm based program written in Borland Delphi 6.0. The program is run 972 times and as a result of experimentations, optimum combination is determined as elitist tournament /partially matching (PMX) for the problem. Furthermore, there is no statistical difference at p <0.05 significance level between two mutation operators, which are analyzed. Also, 50x1500 is found as optimum for the combination of population size-generation number.