Scheduling medical residents' training at university hospitals

被引:12
|
作者
Brech, Claus-Henning [1 ]
Ernst, Andreas [2 ]
Kolisch, Rainer [1 ]
机构
[1] Tech Univ Munich, TUM Sch Management, Arcisstr 21, D-80333 Munich, Germany
[2] Monash Univ, Sch Math Sci, Wellington Rd, Clayton, Vic 3800, Australia
关键词
OR in health services; Medical training; Benders decomposition; Ant colony optimization; ACCELERATING BENDERS DECOMPOSITION; ALGORITHM; MODEL; OPTIMIZATION; DESIGN;
D O I
10.1016/j.ejor.2018.04.003
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
Medical residents need to successfully undertake a minimum number of surgical procedures across a variety of medical areas in order to complete their training. This paper addresses the problem of determining monthly training schedules for medical residents with the objective of minimizing the tardiness of their training. We develop a mixed integer programming (MIP) model which determines the number and type of surgical procedures a resident performs each month by assigning surgeries to residents subject to various constraints such as the limited availability of surgeries and the residents' availability to perform surgical procedures. For small problem instances, the MIP model can be solved to near optimality using commercial solvers such as CPLEX. To solve larger instances, we propose a matheuristic combining Benders decomposition (BD) and ant colony optimization (ACO). The BD component of the matheuristic features a novel cut generation strategy which can be generally used to accelerate solving MIP models based on so-called step variables. We report on computational experiments showing that our novel cut generation strategy accelerates BD and our developed matheuristic is capable of finding good solutions quickly. (C) 2018 Published by Elsevier B.V.
引用
收藏
页码:253 / 266
页数:14
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