Journal of Taibah University for Science · 2016 · 19 citations · 16 references
ManagementIndustrial EngineeringOperations ManagementFacility LocationLogistics ManagementOptimizationDistribution Center LocationFacility SitingWarehouse LocationWarehouse OperationsConvergenceGlobal Convergence AnalysisNonlinear OptimizationObjective Function FormulationPenalty FrameworksRobust Location OptimizationRobust Warehouse LocationWarehouse Location Models
In this paper, an active-set strategy is used together with a penalty method and a trust-region technique to solve a warehouses location problem. The trust region is used to modify the local method in such a way that it is guaranteed to converge at all even if the starting point is far away from the solution. The trust-region method is a well-accepted technique in nonlinear optimization to assure global convergence and is more robust when they deal with rounding errors. One of the advantages of trust-region method is that it does not require the objective function of the model to be convex. The warehouses location problem involves the determination of the number and size of service center (warehouses) to supply a set of demand centers so as to minimize total distribution cost. The proposed approach is tested on two problems to confirm the effectiveness of the algorithm. Our results with the proposed approach have been compared to those reported in the literature.
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An Algorithm for the Traveling Salesman Problem
John D. C. Little, Katta G. Murty, Dura W. Sweeney et al. · Operations Research · 1963 · 1K citations · Full text
Recent advances in trust region algorithms
Ya-xiang Yuan · Mathematical Programming · 2015 · 310 citations
Warehouse Location Under Continuous Economies of Scale
E.E. Feldman, F. A. Lehrer, T. L. Ray · Management Science · 1966 · 286 citations