Constraint satisfaction problem based modelling and value ordering based heuristic for nurse scheduling

Lakhdar Djeffal, G. Goncalves, Malika Babes
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引用次数: 3

Abstract

Nurse Scheduling Problem (NSP) consists of assigning shift-types (morning, afternoon and night) to qualified personnel over a certain planning period. It is a difficult and time-consuming task. In this paper we present a formulation of the hospital Nurse Scheduling Problem just like Constraint Satisfaction Problem ′′CSP′′ based constraint programming in order to find a solution, which minimizes the violation of Nurses’ preferences. We would suggest a flexibility tool for helping to decide and for making negotiation easier. Our originality lies in the modelling of the problem, by defining the global constraints and in the algorithm of resolution to solve it, by proposing a new value ordering based heuristic for assignment of the decision variables taking into account the set of Nurses preferences. Our heuristic is based on the structure of the CSP and on the properties of constraints. It allows the reduction of the search space for solution and returns a solution within few second.
基于约束满足问题的护士调度建模和基于值排序的启发式方法
护士调度问题(NSP)包括分配轮班类型(上午,下午和晚上)给合格的人员在一定的计划期间。这是一项困难而耗时的任务。本文提出了一种类似于约束满足问题的基于约束规划的医院护士调度问题(CSP)的表述,以期找到一种对护士偏好违背最小的解决方案。我们建议使用一种灵活的工具来帮助作出决定并使谈判更容易。我们的独创性在于问题的建模,通过定义全局约束和解决算法来解决问题,通过提出一种新的基于价值排序的启发式方法来分配考虑到护士偏好集的决策变量。我们的启发式是基于CSP的结构和约束的性质。它允许减少解的搜索空间,并在几秒钟内返回一个解。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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