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Adaptive Load Control Algorithms for 3rd Generation Mobile Networks

机译:第三代移动网络的自适应负载控制算法

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In this paper we present strategies to deal with inherent load uncertainties in future generation mobile networks. We address the interplay between user differentiation and resource allocation, and specifically the problem of CPU load control in a radio network controller (RNC). The algorithms we present distinguish between two types of uncertainly: the resource needs for arriving requests and the variation over time with respect to user service policies. We use feedback mechanisms inspired by automatic control techniques for the first type, and policy-dependent deterministic algorithms for the second type. We test alternative strategies in overload situations. One approach combines feedback control with a pool allocation mechanism, and a second is based on a rejection-ratio-minimising algorithm together with a state estimator. A simulation environment and traffic models for users with voice, mail, SMS and web browsing sessions were built for the purpose of evaluation of the above strategies. Our load control architectures were tested in comparison with an existing algorithm based on the leaky bucket principle. The studies show a superior behaviour with respect to load control in presence of relative user priorities, and minimal rejection criteria. Moreover, our architecture can be tuned to future developments with respect to user differentiation policy.
机译:在本文中,我们提出了应对下一代移动网络中固有负载不确定性的策略。我们解决了用户差异化和资源分配之间的相互作用,特别是无线电网络控制器(RNC)中的CPU负载控制问题。我们提出的算法可以区分两种类型的不确定性:到达请求的资源需求和相对于用户服务策略的时间变化。对于第一种类型,我们使用受自动控制技术启发的反馈机制,对于第二种类型,我们使用基于策略的确定性算法。我们在过载情况下测试替代策略。一种方法将反馈控制与池分配机制结合在一起,第二种方法是基于最小化拒绝比率算法和状态估计器的。为了评估上述策略,建立了具有语音,邮件,SMS和Web浏览会话的用户的模拟环境和流量模型。我们的负载控制架构已与基于漏斗原理的现有算法进行了对比测试。研究表明,在存在相对用户优先级和最小拒绝标准的情况下,负载控制方面的行为优越。而且,我们的体系结构可以根据用户差异化策略进行调整,以适应未来的发展。

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