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A bicriterion algorithm for the allocation of cross-trained workers based on operational and human resource objectives

机译:基于运营和人力资源目标的双标准分配交叉培训工人的算法

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摘要

The problem of allocating a pool of cross-trained workers across multiple departments, units, or work centers is important for both manufacturing and service environments. Within the context of services, such as hospital nursing, the problem has commonly been formulated as a nonlinear assignment problem with an operationally-oriented objective function that focuses on the maximization of service utility as a function of deviations from target staffing levels in the departments. However, service managers might also deem it appropriate to consider human resource-oriented goals, such as accommodating worker preferences, avoiding decay of skill productivity, or the provision of training. We present a bicriterion formulation of the nonlinear worker assignment problem that incorporates both operational and human resource objective criteria. An algorithm for generating the entire Pareto efficient set associated with the bicriterion model is subsequently presented. A small numerical example is used to illustrate the bicriterion model and algorithm. A second example based on a test problem from the literature is also contained in the paper, and a third example is provided in an online supplement. In addition, a simulation experiment was conducted to evaluate the sensitivity of the algorithm to a variety of environmental characteristics. (C) 2015 Elsevier B.V. and Association of European Operational Research Societies (EURO) within the International Federation of Operational Research Societies (IFORS). All rights reserved.
机译:在多个部门,单位或工作中心之间分配经过交叉训练的工人池的问题对于制造和服务环境都非常重要。在诸如医院护理之类的服务范围内,该问题通常被表述为具有以业务为导向的目标函数的非线性分配问题,该函数着眼于服务效用的最大化,这是与部门目标人员配置水平之间的偏差的函数。但是,服务经理可能还认为考虑以人力资源为导向的目标是适当的,例如适应工人的喜好,避免技能生产率的下降或提供培训。我们提出了一个非线性准则,其中结合了运营和人力资源的客观标准。随后提出用于生成与双标准模型相关联的整个帕累托有效集合的算法。一个小的数值示例用于说明双向标准模型和算法。本文还包含基于文献中测试问题的第二个示例,在线补充中提供了第三个示例。此外,进行了仿真实验以评估算法对各种环境特征的敏感性。 (C)2015年Elsevier B.V.和国际运营研究学会联合会(IFORS)中的欧洲运营研究学会协会(EURO)。版权所有。

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