An ACO algorithm for a dynamic regional nurse-scheduling problem in Austria

被引:107
作者
Gutjahr, Walter J.
Rauner, Marion S.
机构
[1] Univ Vienna, Dept Stat & Decis Support Syst, A-1010 Vienna, Austria
[2] Univ Vienna, Inst Business Studies, Dept Innovat & Tehnol Management, A-1210 Vienna, Austria
关键词
dynamic regional nurse scheduling; ant colony optimization (ACO); decision support system;
D O I
10.1016/j.cor.2005.03.018
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
To the best of our knowledge, this paper describes the first ant colony optimization (ACO) approach applied to nurse scheduling, analyzing a dynamic regional problem which is currently under discussion at the Vienna hospital compound. Each day, pool nurses have to be assigned for the following days to public hospitals while taking into account a variety of soft and hard constraints regarding working date and time, working patterns, nurses qualifications, nurses' and hospitals' preferences, as well as costs. Extensive computational experiments based on a four week simulation period were used to evaluate three different scenarios varying the number of nurses and hospitals for six different hospitals' demand intensities. The results of our simulations and optimizations reveal that the proposed ACO algorithm achieves highly significant improvements compared to a greedy assignment algorithm. (c) 2005 Elsevier Ltd. All rights reserved.
引用
收藏
页码:642 / 666
页数:25
相关论文
共 54 条
[21]  
DORIGO M, 1991, ANT SYSTEM AUTOCATAL
[22]   Nurse scheduling with tabu search and strategic oscillation [J].
Dowsland, KA .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 1998, 106 (2-3) :393-407
[23]  
*FED MIN HLTH CAR, 2000, KAT BEZ KRANK
[24]   Generalized assignment type goal programming problem:: Application to nurse scheduling [J].
Ferland, JA ;
Berrada, I ;
Nabli, I ;
Ahiod, B ;
Michelon, P ;
Gascon, V ;
Gagné, É .
JOURNAL OF HEURISTICS, 2001, 7 (04) :391-413
[25]   A MATHEMATICAL-MODEL FOR SCHEDULING AND STAFFING MULTICLINIC HEALTH REGIONS [J].
FRANZ, LS ;
BAKER, HM ;
LEONG, GK ;
RAKES, TR .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 1989, 41 (03) :277-289
[26]   KNOWLEDGE-BASED SCHEDULING OF DUTY ROSTERS FOR PHYSICIANS [J].
GIERL, L ;
POLLWEIN, B ;
HEYDE, G ;
KURT, H .
MEDICAL INFORMATICS, 1993, 18 (04) :355-366
[27]   Assessment of shift systems in the German industry and service sector: A computer application of the Besiak procedure [J].
Gissel, A ;
Knauth, P .
INTERNATIONAL JOURNAL OF INDUSTRIAL ERGONOMICS, 1998, 21 (3-4) :233-242
[28]  
GRUETZ M, 1984, COMPUTERNUTERSTUTZTE, P35
[29]   Graph-based Ant System and its convergence [J].
Gutjahr, WJ .
FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2000, 16 (08) :873-888
[30]   ACO algorithms with guaranteed convergence to the optimal solution [J].
Gutjahr, WJ .
INFORMATION PROCESSING LETTERS, 2002, 82 (03) :145-153