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An exact branch-and-price algorithm for scheduling rescue units during disaster response

机译:灾害响应期间调度救援单位的确切分支和价格算法

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摘要

In disaster operations management, a challenging task for rescue organizations occurs when they have to assign and schedule their rescue units to emerging incidents under time pressure in order to reduce the overall resulting harm. Of particular importance in practical scenarios is the need to consider collaboration of rescue units. This task has hardly been addressed in the literature. We contribute to both modeling and solving this problem by (1) conceptualizing the situation as a type of scheduling problem, (2) modeling it as a binary linear minimization problem, (3) suggesting a branch-and-price algorithm, which can serve as both an exact and heuristic solution procedure, and (4) conducting computational experiments - including a sensitivity analysis of the effects of exogenous model parameters on execution times and objective value improvements over a heuristic suggested in the literature - for different practical disaster scenarios. The results of our computational experiments show that most problem instances of practically feasible size can be solved to optimality within ten minutes. Furthermore, even when our algorithm is terminated once the first feasible solution has been found, this solution is in almost all cases competitive to the optimal solution and substantially better than the solution obtained by the best known algorithm from the literature. This performance of our branch-and-price algorithm enables rescue organizations to apply our procedure in practice, even when the time for decision making is limited to a few minutes. By addressing a very general type of scheduling problem, our approach applies to various scheduling situations. (C) 2018 Elsevier B.V. All rights reserved.
机译:在灾难运营管理,当他们有分配和以降低整体造成的损害在时间压力下安排他们的救援部队新兴事故救援组织一项艰巨的任务发生。在实际情况下,特别重要的是要考虑的救援部队合作的必要性。这个任务几乎没有在文献中解决。我们向建模和由(1)概念化的情况作为类型的调度问题的,(2)它建模为一个二进制线性最小化问题,(3),这表明一个分支定价格算法,该算法可以作为解决该问题的既作为精确和启发式溶液过程,以及(4)进行计算实验 - 包括的过在文献中提出了启发式上执行时间和客观值提高外源模型参数的影响的灵敏度分析 - 对于不同的实际灾难的场景。我们计算实验的结果表明,实际可行的大小问题最多的实例可以十分钟之内得到解决,以最优。此外,即使当一旦第一可行的解​​决方案,已经发现我们的算法被终止,该解决方案是在几乎到最优解的竞争,并且基本上比通过从文献中最好的已知算法中得到的溶液的所有情况。我们的分支和价格算法的这种性能让救援组织申请在实践中我们的程序,即使决策的时间限制为几分钟。通过解决调度问题的一个非常普遍的类型,我们的方法适用于各种调度情况。 (c)2018年elestvier b.v.保留所有权利。

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