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Application of AI techniques for locating mobile terminals in mobile wireless cellular networks: A novel paging scheme

机译:AI技术在移动无线蜂窝网络中定位移动终端的应用:一种新颖的寻呼方案

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This work proposes a novel intelligent terminal paging scheme, which essentially employs a popular concept of AI, namely, rule-based technique. The scheme is so devised that it can design "rules" that potentially maps apparently disparate input data items (though having some regular stochastic relations) to an almost exact position of mobile terminals (MTs). The scheme, called RBPS~*, has been developed utilizing the conventional models of call arrival, cell residence time and microscopic mobility. As a mobility model, random-walk mobility and movement-based model have been utilized. Hence, a stochastic model has been developed to analyze the performance of the scheme. RBPS~* requires no additional processing overhead at MTs' end, though it involves a nominal overhead at the MSC end. This scheme not only attempts to resolve the issue of inherent tradeoff between the cost components, comprising paging and location update (LU) cost, it also reduces the total cost for location management, compared to the other schemes referred in this work. Simulation results can successfully demonstrate that the proposed RBPS~* significantly outperforms GSM-adopted blanket paging scheme and the popular shortest distance first (SDF) scheme. Another important point to be noted is that the proposed scheme, RBPS~*, is a generic one and can be deployed on-line. This scheme can potentially be also utilized in next generation wireless cellular networks, irrespective of any standards, by undertaking minor modifications, as required to conform to the respective standards.
机译:这项工作提出了一种新颖的智能终端寻呼方案,该方案本质上采用了流行的AI概念,即基于规则的技术。该方案如此设计,使得它可以设计“规则”,以潜在地将显然相异的输入数据项(尽管具有一定的规则随机关系)映射到移动终端(MT)的几乎精确的位置。该方案称为RBPS〜*,是利用呼叫到达,小区停留时间和微观移动性的常规模型开发的。作为移动性模型,已经利用了随机行走移动性和基于运动的模型。因此,已经开发了一个随机模型来分析该方案的性能。 RBPS〜*在MT端不需要额外的处理开销,尽管它在MSC端涉及正常的开销。与本工作中提到的其他方案相比,该方案不仅试图解决成本要素之间固有的权衡问题,包括寻呼和位置更新(LU)成本,而且还降低了位置管理的总成本。仿真结果可以成功地证明所提出的RBPS〜*明显优于GSM采用的毯式寻呼方案和流行的最短距离优先(SDF)方案。要注意的另一个重要点是,建议的方案RBPS〜*是一种通用方案,可以在线部署。通过遵循符合各个标准的要求进行细微修改,该方案还可以潜在地用于下一代无线蜂窝网络中,而与任何标准无关。

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