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首页> 外文期刊>IEEE transactions on automation science and engineering >Throughputs Maximization of Stochastic Customer Orders Under Two Production Schemes
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Throughputs Maximization of Stochastic Customer Orders Under Two Production Schemes

机译:两种生产方案下的随机客户订单的吞吐量最大化

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摘要

This paper considers a stochastic customer order scheduling problem to maximize throughputs. Customer orders dynamically arrive at a server station that consists of a set of heterogeneous servers. Each incoming order contains multiple product types with random workloads. These workloads will be processed by the servers under two commonly applied production schemes named workload assignment scheme and server assignment scheme. The objective is to determine the optimal assignments that maximize the long-term stable throughputs. The optimization problems under both production schemes are formulated as corresponding mathematical programs whose adequacy is validated through fluid model analysis. It is further proved that the two programs share the same optimal objective value and their corresponding optimal assignments can be transformed into each other. Based on these results, the equivalency of the two production schemes is established with regard to processing time allocation. Optimal assignments of several important special cases are also explored. The numerical experiment shows that the maximum throughputs can be achieved through the proposed mathematical programs, and demonstrates the equivalency relationship between the two assignment schemes.
机译:本文考虑了一个随机的客户订单调度问题,以最大化吞吐量。客户订单动态到达由一组异构服务器组成的服务器站。每个收到的订单都包含具有随机工作负载的多种产品类型。服务器将根据两种通常应用的生产方案(称为工作负载分配方案和服务器分配方案)来处理这些工作负载。目的是确定使长期稳定吞吐量最大化的最佳分配。两种生产方案下的优化问题都被公式化为相应的数学程序,通过流体模型分析验证了其充分性。进一步证明,两个程序共享相同的最佳目标值,并且它们对应的最佳分配可以相互转换。基于这些结果,在处理时间分配方面确定了两种生产方案的等效性。还探讨了几个重要特殊情况的最佳分配。数值实验表明,通过提出的数学程序可以实现最大吞吐量,并证明了两种分配方案之间的等效关系。

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