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A hybrid heuristic ordering and variable neighbourhood search for the nurse rostering problem

机译:护士排班问题的混合启发式排序和可变邻域搜索

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摘要

This paper is concerned with the development of intelligent decision support methodologies for nurse rostering problems in large modern hospital environments. We present an approach which hybridises heuristic ordering with variable neighbourhood search. We show that the search can be extended and the solution quality can be significantly improved by the careful combination and repeated use of heuristic ordering, variable neighbourhood search and back-tracking. The amount of computational time that is allowed plays a significant role and we analyse and discuss this. The algorithms are evaluated against a commercial Genetic Algorithm on commercial data. We demonstrate that this methodology can significantly outperform the commercial algorithm. This paper is one of the few in the scientific nurse rostering literature which deal with commercial data and which compare against a commercially implemented algorithm.
机译:本文涉及在大型现代医院环境中解决护士名册问题的智能决策支持方法。我们提出了一种将启发式排序与变量邻域搜索混合的方法。我们表明,通过精心组合和反复使用启发式排序,可变邻域搜索和回溯,可以扩展搜索范围并显着提高解决方案质量。允许的计算时间起着重要作用,我们对此进行分析和讨论。针对商业数据,根据商业遗传算法对算法进行评估。我们证明了这种方法可以大大优于商业算法。本文是科学的护士名册文献中处理商业数据并与商业实现的算法进行比较的少数文献之一。

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