4.6 Article

Modelling and evaluation issues in nurse rostering

Journal

ANNALS OF OPERATIONS RESEARCH
Volume 218, Issue 1, Pages 303-326

Publisher

SPRINGER
DOI: 10.1007/s10479-012-1116-3

Keywords

Nurse rostering; Personnel scheduling; Evaluation function; Generic model; Hyper-heuristics

Funding

  1. Flemish government [IWT-080356]

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In practice nurse rostering problems are often too complex to be expressed through available academic models. Such models are not rich enough to represent the variegated nature of real world scenarios, and therefore have no practical relevance. This article focuses on two particular modelling issues that require careful consideration in making academic nurse rostering approaches re-usable in a real world environment. First: introducing several complex problem characteristics, resulting in a rich, generic model. A detailed description is provided for researchers interested in using this new model. We also present a novel benchmark dataset based on this rich model. Second: the consideration of a consistent evaluation procedure that corresponds to realistic quality measurement. These contributions will enable faster implementation of academic nurse rostering achievements in real hospital environments. A suite of hyper-heuristics is presented. These are capable of solving these rich personnel rostering problems using the presented evaluation procedures. Their performance is compared to that of another meta-heuristic.

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