The procurement problem: An integer programming problem well suited to a solution using duality

E. Gunn, A. Kusiak
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引用次数: 4

Abstract

A procurement problem, as formulated by Murty [10], is that of determining how many pieces of equipment units of each of m types are to be purchased and how this equipment is to be distributed among n stations so as to maximize profit, subject to a budget constraint. We have considered a generalization of Murty's procurement problem and developed an approach using duality to exploit the special structure of this problem. By using our dual approach on Murty's original problem, we have been able to solve large problems (1840 integer variables) with very modest computational effort. The main feature of our approach is the idea of using the current evaluation of the dual problem to produce a good feasible solution to the primal problem. In turn, the availability of good feasible solutions to the primal makes it possible to use a very simple subgradient algorithm to solve the dual effectively.
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采购问题:一个整数规划问题,非常适合使用对偶性的解决方案
Murty[10]提出的采购问题是在预算约束下,确定m种类型的每一种设备需要购买多少台设备单元,以及如何在n个站点中分配这些设备以实现利润最大化的问题。我们考虑了Murty采购问题的一般化,并开发了一种使用对偶的方法来利用该问题的特殊结构。通过对Murty的原始问题使用我们的对偶方法,我们已经能够用非常适度的计算工作量来解决大型问题(1840个整数变量)。我们的方法的主要特点是利用对偶问题的当前评价来产生原始问题的良好可行解的思想。反过来,原始问题的可行解的可用性使得使用一个非常简单的子梯度算法有效地求解对偶问题成为可能。
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