Simulated annealing approach to nurse rostering benchmark and real-world instances

被引:22
|
作者
Knust, Frederik [2 ]
Xie, Lin [1 ]
机构
[1] Leuphana Univ Luneburg, Scharnhorststr 1, D-21335 Luneburg, Germany
[2] Connext Commun GmbH, Balhorner Feld 11, D-33106 Paderborn, Germany
关键词
Nurse rostering problem; Flexible model; alpha vertical bar beta vertical bar gamma notation; Simulated annealing; Mixed integer programming; Real-world data; Duty rostering software; NEIGHBORHOOD SEARCH;
D O I
10.1007/s10479-017-2546-8
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 ; 12 ; 1201 ; 1202 ; 120202 ;
摘要
The nurse rostering problem, which addresses the task of assigning a given set of activities to nurses without violating any complex rules, has been studied extensively in the last 40 years. However, in a lot of hospitals the schedules are still created manually, as most of the research has not produced methods and software suitable for a practical application. This paper introduces a novel, flexible problem model, which can be categorized as ASBN|RVNTO|PLG. Two solution methods are implemented, including a MIP model to compute good bounds for the test instances and a heuristic method using the simulated annealing algorithm for practical use. Both methods are tested on the available benchmark instances and on the real-world data. The mathematical model and solution methods are integrated into a state-of-the-art duty rostering software, which is primarily used in Germany and Austria.
引用
收藏
页码:187 / 216
页数:30
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