Accounting for time-varying queueing effects in workforce scheduling

被引:52
作者
Ingolfsson, A [1 ]
Haque, MA [1 ]
Umnikov, A [1 ]
机构
[1] Univ Alberta, Fac Business, Edmonton, AB T6G 2R6, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
manpower planning; human resources; genetic algorithms; queueing; scheduling;
D O I
10.1016/S0377-2217(01)00169-2
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
We developed a method for workforce scheduling that models both the structure of the set of permissible shifts, and the stochastic and time-varying demand process. A prototype implementation uses a genetic algorithm to search for good schedules, and evaluates the service level resulting from a schedule by numerically solving the equations of motion for a time-varying queueing system. Comparison with a traditional approach using a "stationary independent period-by-period" (SIPP) assumption to set staffing requirements and an integer program (IP) to choose shifts indicates that the traditional approach can significantly overestimate the service level that results from a schedule. Further, our method sometimes generates schedules that result in both lower labor cost and higher service level than those found with the SIPP-IP approach. An additional benefit of our method is its applicability in "rush hour" situations where the arrival rate to the system temporarily exceeds its capacity to serve customers. (C) 2002 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:585 / 597
页数:13
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