针对高效灵活的服务系统组合进行交叉培训

Ruwen Qin, D. Nembhard
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引用次数: 2

摘要

针对多类别服务系统通常使用专用的访问通道和服务器进行不同类型的服务,提出了采用交叉训练的方法来创建高效的服务器组合。这样的系统被认为可以用高质量的服务来满足客户,但对于来自各个渠道的不稳定需求来说,它的鲁棒性不够。可以通过交叉培训获得的劳动力灵活性提供了集中所有渠道需求的可能性,从而提高了系统响应能力。但是,交叉训练可能会降低系统效率,因为这会降低服务器的平均技能水平。服务系统需要同时满足响应性和效率。因此,我们在这两个标准之间寻求一个合理的权衡。在本文中,交叉训练决策由多准则优化模型支持,通过这种方式对服务器进行交叉训练,可以生成高效的服务器组合。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Cross training for efficient and flexible service system portfolios
This paper proposes using cross training to create efficient server portfolios for multi-class service systems which usually use specialized access channels and servers for different types of service. Such a system is seen to satisfy customers with the high service quality, but it isn't robust enough to the volatile demand coming from each channel. Workforce flexibility, which can be obtained by cross training, provides the possibility of centralizing demands from all channels and thus increases system responsiveness. However, cross training may decrease system efficiency, in the sense that it lowers servers' average skill level. It is desirable for service systems to satisfy responsiveness and efficiency simultaneously. Therefore, we seek a reasonable tradeoff betweens these two criteria. In this paper, cross training decisions are supported by multi-criteria optimization models, and thus efficient server portfolios can be generated if servers are cross trained in this way.
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