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A single-resource allocation problem with Poisson resource requirements
Authors:Semra Ağralı  Joseph Geunes
Institution:(1) Department of Industrial and Systems Engineering, University of Florida, PO Box 116595, Gainesville, FL 32611, USA
Abstract:We consider a stochastic resource allocation problem that generalizes the knapsack problem to account for random item weights that follow a Poisson distribution. When the sum of realized weights exceeds capacity, a penalty cost is incurred. We wish to select the items that maximize expected profit. We provide an effective solution method and illustrate the advantages of this approach via computational experiments.
Keywords:Stochastic knapsack problem  Nonlinear programming
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