Network utility maximization with heterogeneous traffic flows

Abhishek Sinha, E. Modiano
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引用次数: 5

Abstract

We consider the Network Utility Maximization (NUM) problem for wireless networks in the presence of arbitrary types of flows, including unicast, broadcast, multicast, and anycast traffic. Building upon the recent framework of a universal control policy (UMW), we design a utility optimal cross-layer admission control, routing and scheduling policy, called UMW+. The UMW+ policy takes packet level actions based on a precedence-relaxed virtual network. Using Lyapunov optimization techniques, we show that UMW+ maximizes network utility, while simultaneously keeping the physical queues in the network stable. Extensive simulation results validate the performance of UMW+ demonstrating both optimal utility performance and bounded average queue occupancy. Moreover, we establish a precise one-to-one correspondence between the dynamics of the virtual queues under the UMW+ policy, and the dynamics of the dual variables of an associated offline NUM program, under a subgradient algorithm. This correspondence sheds further insight into our understanding of UMW+.
异构流量下的网络效用最大化
我们考虑了任意类型流(包括单播、广播、多播和任意播流量)存在下无线网络的网络效用最大化问题。在通用控制策略(UMW)框架的基础上,我们设计了一种实用的最优跨层准入控制、路由和调度策略,称为UMW+。UMW+策略基于优先级放宽的虚拟网络进行报文级动作。使用Lyapunov优化技术,我们展示了UMW+最大化网络效用,同时保持网络中的物理队列稳定。大量的仿真结果验证了UMW+的性能,展示了最佳的效用性能和有限的平均队列占用率。此外,我们在UMW+策略下建立了虚拟队列的动态与关联的离线NUM程序的对偶变量的动态之间精确的一一对应关系。这种对应关系进一步加深了我们对UMW+的理解。
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