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A breakpoint search approach for convex resource allocation problems with bounded variables
Authors:Anja De Waegenaere  Jacco L Wielhouwer
Institution:(1) Department of Decision Sciences and Engineering Systems, Rensselaer Polytechnic Institute, Troy, NY 12180, USA;(2) Department of Industrial and Operations Engineering, The University of Michigan, Ann Arbor, MI 48109-2117, USA;(3) Department of Industrial and Systems Engineering, University of Florida, Gainesville, FL 32611-6595, USA
Abstract:We present an efficient approach to solve resource allocation problems with a single resource, a convex separable objective function, a convex separable resource-usage constraint, and variables that are bounded below and above. Through a combination of function evaluations and median searches, information on whether or not the upper- and lowerbounds are binding is obtained. Once this information is available for all upper and lower bounds, it remains to determine the optimum of a smaller problem with unbounded variables. This can be done through a multiplier search procedure. The information gathered allows for alternative approaches for the multiplier search which can reduce the complexity of this procedure.
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