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Human Resource Planning under Stochastic Capacity Demand - the Case of Data Entry Service Providers

机译:随机能力需求下的人力资源规划 - 数据进入服务提供商的情况

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There is always uncertainty associated with human resource planning that are caused by the uncertainties in outsourcing projects, resulting in lack of or surplus human resources in the production process. This paper draws upon the principles and methods used in manufacturing capacity planning, to build a human resource planning model in stochastic demands. The model takes cost as an objective function in stochastic conditions. The stochastic marketing constraint was built through random capacity requirement variables. Based on a two-phase model of stochastic linear constraint, the certainty equation of stochastic human resource planning model is obtained. An algorithm that integrates Immune Clonal Selection Algorithm (ICSA) with linear programming (LP) is proposed. Treating human resource variables as preconditions, the LP is used to find solutions to the problem of entry capacity distribution strategy. The solution to entry capacity distribution strategy is then used as affinity function for ICSA. Through immune gene and clonal selection operation, the human resource integral variables are searched until the optimum solution achieved.
机译:总是有与由不确定性外包项目引起的,导致缺乏或过剩的人力资源在生产过程中的人力资源规划相关的不确定性。本文借鉴了制造产能规划中,建立在随机需求人力资源规划模型的原理和方法。该模型以成本为随机条件下的目标函数。随机市场约束是通过随机容量需求变量构造。基于随机线性约束的两阶段模型,得到随机的人力资源规划模型的确定性方程。集成免疫克隆选择算法(ICSA)用线性规划(LP)的算法。处理人力资源变量作为前提条件,在LP是用来寻找进入容量分配策略的问题解决方案。然后进入容量分配策略的溶液被用作用于ICSA亲和力功能。通过免疫基因和克隆选择操作,人力资源整体变量进行搜索,直到最佳的解决方案来实现的。

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