Scaling Limits for Stochastic Network Models Application to Wireless Communications

H. Baili
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Abstract

The capacity of a wireless communication system is constrained by a set of scarce resources. These transmission resources must be allocated so as to maximize the capacity at the physical layer. Here stochastic control and optimization offer a powerful mathematical framework to address the issue of resource sharing; they allow to account for random behavior and dynamics at higher network layers. This work is a continuation of the research on the problem of joint power allocation and time slot scheduling in a wireless communication system. The system has time varying traffic and is handled by a single base station transmitting over time varying channels. The mobile users share each time slot and the power available at this time slot, and the performance of the allocation algorithm can be characterized by the average delay experienced by the data transmitted in the network. The proposal of an antecedent article was a heavy traffic analysis for the physical system on hand, i.e., appropriate re-scaling which lead to a diffusion approximation of the system in the sense of weak convergence. In the present article a closed form solution to the resource sharing problem is provided; the solution relies on the ergodicity of the approximate diffusion.
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随机网络模型在无线通信中的应用
无线通信系统的容量受到一组稀缺资源的限制。必须对这些传输资源进行分配,以使物理层的容量最大化。在这里,随机控制和优化为解决资源共享问题提供了一个强大的数学框架;它们允许在更高的网络层解释随机行为和动态。本文是对无线通信系统中联合功率分配和时隙调度问题研究的延续。该系统具有时变业务,并由在时变信道上传输的单个基站处理。移动用户共享每个时隙和该时隙的可用功率,分配算法的性能可以通过网络中传输数据所经历的平均延迟来表征。前一篇文章的建议是对现有物理系统进行重流量分析,即适当的重新缩放,从而导致系统在弱收敛意义上的扩散近似。本文给出了资源共享问题的一种封闭形式的解决方案;解依赖于近似扩散的遍历性。
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