Tabu Search Based Approach to Solve the TAs Reconfiguration Problem in LTE Networks

H. Safa, Nadine Ahmad
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引用次数: 4

Abstract

In LTE networks, tracking areas (TAs) design affects the signaling cost of user equipments (UEs) during mobility. Indeed, when the latter are called, the mobility management entity (MME), which records the TA in which the UE is registered, broadcasts a paging message in the UE's TA to determine the exact cell through which the call should be delivered. When a UE moves to a new TA, a TA update might be performed either to update the MME or the home subscriber server (HSS) depending on whether the move is intra-or inter-MME. TA update and paging result in a significant amount of signaling overhead. The TA design is usually optimized during the network planning phase. However, the mobility of UEs might turn the initial TA configuration inefficient requiring TA reconfiguration. In this paper we use the tabu search (TS) heuristic to solve TAs reconfiguration problem in LTE networks taking into consideration both signaling overhead and reconfiguration cost. We compare our solution with a variation of the genetic algorithm (GA) based solution found in the literature. Preliminary numerical results showed that the TS algorithm outperformed the GA due to the TS different memory mechanisms used to avoid moves that might lead to non-feasible solutions.
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基于禁忌搜索的LTE网络TAs重构方法
在LTE网络中,跟踪区域(TAs)的设计影响着用户设备在移动过程中的信令成本。实际上,当调用后者时,移动管理实体(MME)(它记录了在其中注册了UE的TA)在UE的TA中广播分页消息,以确定应该通过哪个cell传递调用。当UE移动到新的TA时,可能会执行TA更新以更新MME或主订阅者服务器(HSS),具体取决于移动是在MME内部还是在MME之间。TA更新和分页会导致大量的信令开销。通常在网络规划阶段对TA设计进行优化。但是,ue的移动性可能会导致初始TA配置效率低下,需要重新配置TA。本文在考虑信令开销和重构成本的情况下,采用禁忌搜索启发式算法求解LTE网络中的TAs重构问题。我们将我们的解决方案与文献中发现的基于遗传算法(GA)的解决方案的变化进行比较。初步的数值结果表明,由于使用了不同的记忆机制来避免可能导致非可行解的移动,TS算法优于遗传算法。
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