Relative value function approximation for the capacitated re-entrant line scheduling problem: an experimental investigation

J. Choi, S. Reveliotis
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引用次数: 1

Abstract

The problem addressed in this work is that of determining how to allocate the workstation processing and buffering capacity in a capacitated re-entrant line to the job instances competing for it, in order to maximize its longrun/steady-state throughput, while maintaining the logical correctness of the underlying material flow, i.e., deadlock-free operations. An approximation scheme for the optimal policy that is based on neuro-dynamic programming theory is proposed, and its performance is assessed through a numerical experiment. The derived results indicate that the proposed method holds considerable promise for providing a viable, computationally efficient approach to the problem, and highlight directions for further investigation.
有能力再入线调度问题的相对值函数逼近:一个实验研究
在这项工作中解决的问题是,确定如何分配工作站处理和缓冲能力在一个有容量的重新进入线的作业实例竞争它,以最大限度地提高其长期/稳态吞吐量,同时保持底层物料流的逻辑正确性,即无死锁操作。提出了一种基于神经动态规划理论的最优策略近似格式,并通过数值实验对其性能进行了评价。结果表明,所提出的方法为解决该问题提供了一种可行的、计算效率高的方法,并指出了进一步研究的方向。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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