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首页> 外文期刊>Automatic Control, IEEE Transactions on >A Unified Approach to Infinitesimal Perturbation Analysis in Stochastic Flow Models: The Single-Stage Case
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A Unified Approach to Infinitesimal Perturbation Analysis in Stochastic Flow Models: The Single-Stage Case

机译:随机流模型中微扰分析的统一方法:单阶段案例

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摘要

This paper develops an abstract framework for Infinitesimal Perturbation Analysis (IPA) in the setting of stochastic flow models, and it applies it to several problems arising in the study of flow control in single-server fluid-flow queues. The framework is based on a switched-mode hybrid-system paradigm, and especially on the interplay between its discrete-event dynamics and continuous-time dynamics. It is quite general, and most of the formulas obtained to-date for IPA on single-server queues can be derived from it as simple corollaries. Additional new results can be derived as well, and the paper demonstrates it by considering a queue with loss-rate-based flow control. The main contribution of the paper is in the proposed framework and its apparent broad scope. Its possible extension to a general class of fluid-flow queueing networks appears likely, and will be pointed out as a direction for future research.
机译:本文为随机流模型的建立开发了一个用于微扰分析(IPA)的抽象框架,并将其应用于单服务器流体流队列中的流控制研究中出现的几个问题。该框架基于开关模式混合系统范式,尤其是基于其离散事件动力学和连续时间动力学之间的相互作用。这是很普遍的,到目前为止,在单服务器队列上为IPA获得的大多数公式都可以作为简单推论从中得出。也可以导出其他新结果,并且本文通过考虑具有基于丢失率的流控制的队列进行了演示。本文的主要贡献在于拟议的框架及其明显的广泛范围。可能将其扩展到一般类别的流体排队网络,并且将被指出作为未来研究的方向。

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