Police manpower supply planning for regular duties with stochastic demands

IF 1 4区 工程技术 Q3 ENGINEERING, MULTIDISCIPLINARY Journal of the Chinese Institute of Engineers Pub Date : 2023-04-08 DOI:10.1080/02533839.2023.2194921
S. Yan, Chun-Yi Wang, Chih-Shien Wei
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Abstract

ABSTRACT We develop modeling strategies to alleviate the shortage of police manpower in a stochastic environment, based on flexible manpower supply planning using off-duty police officers and mutual support between police stations, along with flexible working hours and shifts. A stochastic independent assignment model (SIAM) and a stochastic mutual support model (SMSM) are constructed for manpower supply planning for regular policing duties with stochastic demands. These models are designed using mathematical programming techniques to minimize total manpower supply hours, subject to practical constraints. The SIAM is solved using CPLEX, but the SMSM is too complicated for this approach, so we develop our own heuristic algorithm to solve it efficiently. Additionally, we use the expected value of perfect information (EVPI) and the value of the stochastic solution (VSS) to evaluate the stochastic models. Numerical test results indicate that both models perform well, but the SMSM produces better manpower plans for police than the SIAM.
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在有随机需要的情况下,为警务人员的定期工作制订人力供应计划
基于休班警务人员的灵活人力供给规划和警察局之间的相互支持,以及灵活的工作时间和班次,我们开发了建模策略,以缓解随机环境下的警察人力短缺。建立了随机独立分配模型(SIAM)和随机相互支持模型(SMSM),对具有随机需求的常规警务任务进行人力供给规划。这些模型是用数学规划技术设计的,在受实际限制的情况下,尽量减少总人力供应时间。SIAM是用CPLEX求解的,但是SMSM过于复杂,所以我们开发了自己的启发式算法来有效地求解它。此外,我们使用完美信息期望值(EVPI)和随机解的值(VSS)来评估随机模型。数值测试结果表明,两种模型都表现良好,但SMSM比SIAM产生更好的警力计划。
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来源期刊
Journal of the Chinese Institute of Engineers
Journal of the Chinese Institute of Engineers 工程技术-工程:综合
CiteScore
2.30
自引率
9.10%
发文量
57
审稿时长
6.8 months
期刊介绍: Encompassing a wide range of engineering disciplines and industrial applications, JCIE includes the following topics: 1.Chemical engineering 2.Civil engineering 3.Computer engineering 4.Electrical engineering 5.Electronics 6.Mechanical engineering and fields related to the above.
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