DocumentCode :
1265148
Title :
A nurse rostering system using constraint programming and redundant modeling
Author :
Cheng, B.M.W. ; Lee, J.H.M. ; Wu, J.C.K.
Author_Institution :
Dept. of Comput. Sci. & Eng., Chinese Univ. of Hong Kong, Shatin, Hong Kong
Volume :
1
Issue :
1
fYear :
1997
fDate :
3/1/1997 12:00:00 AM
Firstpage :
44
Lastpage :
54
Abstract :
The paper describes the design and implementation of a constraint-based nurse rostering system using a redundant modeling approach. Nurse rostering is defined as the process of generating timetables for specifying the work shifts of nurses over a given period of time. This process is difficult because the human roster planner has to ensure that every rostering decision made complies with a mixture of hard hospital rules and soft nurse preference rules. Moreover, some nurse shift pre-assignments often break the regularity of wanted (or unwanted) shifts and reduce the choices for other unfilled slots. Soft constraints amount to disjunction, which can be modeled as choices in the search space. This approach, although straightforward, incurs overhead in the search of solution. To reduce search time, the authors propose redundant modeling, an effective way to increase constraint propagation through cooperation among different models for the same problem. The problem domain involves around 25 to 28 nurses and 11 shift types. Experiments and pilot testing of the system confirm the effectiveness and efficiency of the method.
Keywords :
constraint handling; medical administrative data processing; redundancy; search problems; constraint programming; constraint propagation; cooperation; disjunction; hard hospital rules; nurse rostering system; nurse shift pre-assignments; nurse work shifts; redundant modeling; rostering decisions; search space choices; shift types; soft constraints; soft nurse preference rules; timetable generation; Accidents; Computer science; Engines; Functional programming; Helium; Hospitals; Humans; Libraries; System testing; Biomedical Engineering; Humans; Models, Nursing; Nursing Staff, Hospital; Software;
fLanguage :
English
Journal_Title :
Information Technology in Biomedicine, IEEE Transactions on
Publisher :
ieee
ISSN :
1089-7771
Type :
jour
DOI :
10.1109/4233.594027
Filename :
594027
Link To Document :
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