基于增强mdp的异构无线网络QoS支持垂直切换算法

Shusmita Anwar Sharna, M. R. Amin, M. M. Murshed
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引用次数: 17

摘要

垂直切换对于保证用户在重叠的多网络环境中始终保持连接具有重要作用。在垂直交接过程中,交接决策是影响沟通正常进行的最重要的步骤。错误的切换决策或选择非最佳网络可能会导致不良影响,例如成本更高、服务质量(QoS)体验差,甚至通信中断。在现有的垂直切换决策算法中,Stevens-Navarro等人提出的基于马尔可夫决策过程(Markov decision Process, MDP)的算法由于能够实现最优预期奖励而被看好。然而,该算法使用的奖励函数存在缺陷,因为它倾向于以降低其他QoS参数的期望值为代价来减少垂直切换的期望数量。本文提出了一种基于MDP的扩展算法(EMDP),该算法具有新颖的奖励函数表达式。分析表明,EMDP在提高所有QoS参数的期望值方面优于基于MDP的算法,同时保持了相当低的垂直切换数。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
An Enhanced-MDP Based Vertical Handoff Algorithm for QoS Support over Heterogeneous Wireless Networks
Vertical handoff plays an important role in guaranteeing users to be always connected in an overlapped multi-network environment. During the vertical handoff procedure, handoff decision is the most important step that affects the normal working of communication. An incorrect handoff decision or selection of a non-optimal network may result in undesirable effects such as higher costs, poor quality of service (QoS) experience, and even dropped communication. Among the existing vertical handoff decision algorithms, the Markov Decision Process (MDP) based algorithm by Stevens-Navarro et al. is promising due to its ability to achieve the optimal expected reward. However, the reward function used by this algorithm is flawed as it favors reducing expected number of vertical handoffs at the expense of diminished expected values of other QoS parameters. This paper presents an extended MDP based algorithm (EMDP) with novel reward function formulation. Analysis shows that EMDP outperforms the MDP based algorithm in terms of improved expected values of all QoS parameters considered while keeping the vertical handoff number reasonably low.
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