Resource Management Schemes for Multiple Traffic in Integrated Heterogeneous Wireless and Mobile Networks

Wei Shen, Qing-An Zeng
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引用次数: 20

Abstract

In order to provide more comprehensive services, a concept of integrated heterogeneous wireless and mobile network (IHWMN) is introduced by combing different types of wireless and mobile networks (WMNs). However, it imposes great challenges such as resource management schemes to support multiple traffic in IHWMNs. In this paper, we propose two resource management schemes for IHWMNs. The first scheme is called traffic-based resource management scheme (TRMS) which allocates the resource based on traffic type, call type, bandwidth availability, and bandwidth provision. In the second scheme which is called Q-learning-based resource management scheme (QRMS), the resource management scheme is formulated as a Markov decision process (MDP) and Q-learning approach is applied to conduct the resource allocation. The system performance of both proposed schemes are evaluated and compared by using extensive simulations.
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异构无线和移动综合网络中多种流量的资源管理方案
为了提供更全面的业务,将不同类型的无线移动网络(wmn)进行梳理,提出了综合异构无线移动网络(IHWMN)的概念。但是,在IHWMNs中支持多流量的资源管理方案等方面提出了很大的挑战。本文提出了两种IHWMNs资源管理方案。第一种方案称为基于业务的资源管理方案(TRMS),它根据业务类型、呼叫类型、带宽可用性和带宽供应来分配资源。第二种方案是基于Q-learning的资源管理方案(QRMS),将资源管理方案制定为马尔可夫决策过程(MDP),并采用Q-learning方法进行资源分配。通过大量的仿真,对两种方案的系统性能进行了评价和比较。
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