多源网络中联合拥塞控制与路由的数学模型

F. Hunt, V. Marbukh, Yi Wang
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引用次数: 1

摘要

在本文中,我们研究了一个在中心有单个目的地的环形源网络中的联合拥塞控制和路由模型(图2)。提出了一个受路由约束的效用最大化问题,并给出了其解的方程。一个信息源可用路由上的流量分布受熵约束,熵约束控制着路径多样性或分配的鲁棒性程度。因此,效用/稳定性问题可以直接和定量地解决,这与以前在多路由NUM问题上的工作不同。模型方程的动力学将在由一个源的分配分布熵定义的恒定路由分配情况下进行分析。在前人关于两链路网络研究的基础上,通过推导其满足的方程的连续时间逼近,研究了环形网络中每个源的平均路由代价的动态特性。该近似的平衡解大大简化了模型方程的分析和原优化问题的求解。最后,我们讨论了效用和路径多样性(鲁棒性)之间的权衡,用于两种不同的链路容量分配。给定容量的同质分配,网络表现得像一个双链路模型(图1),而异构分配产生的效用显示不同的资源的不同权衡。
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A mathematical model of joint congestion control and routing in multisource networks
In this paper we study a model of joint congestion control and routing in a ring network of sources with a single destination at the center (Figure 2). A utility maximization problem subject to routing constraints is posed and equations for its solution are presented. The distribution of traffic on routes available to a source is subject to an entropy constraint that controls the path diversity or degree of robustness of the allocation. Thus the utility/stability issue can be addressed directly and quantitatively in a way that differs from previous work on multiroute NUM problems. The dynamics of the model equations will be analyzed in the case of a constant route allocation defined by the allocation distribution entropy for a source. Motivated by earlier work on a two link network, the dynamics of the mean route costs for each source in the ring network are studied by deriving a continuous time approximation of the equations they satisfy. The equilibrium solutions of this approximation are used to greatly simplify the analysis of the model equations and the solution of the original optimization problem. We conclude with a discussion of the tradeoff between utility and path diversity (robustness) for two contrasting assignment of link capacities. Given a homogeneous assignment of capacities the network behaves like a two link model (Fig 1), while a heterogeneous assignment produces utilities displaying different tradeoffs for different sources.
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