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Network association strategies for an energy harvesting aided super-wifi network relying on measured solar activity

机译:能量收集辅助超wifi网络的网络关联策略依赖于测量的太阳活动

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摘要

The super-WiFi network concept has been proposed for nationwide Internet access in the United States. However, the traditional mains power supply is not necessarily ubiquitous in this large-scale wireless network. Furthermore, the non-uniform geographic distribution of both the based-stations and the tele-traffic requires carefully considered user association. Relying on the rapidly developing energy harvesting techniques, we focus our attention on the sophisticated access point (AP) selection strategies conceived for the energy harvesting aided super-WiFi network. Explicitly, we propose a solar radiation model relying on the historical solar activity observation data provided by the University of Queensland, followed by a beneficial radiation parameter estimation method. Furthermore, we formulate both a Markov decision process (MDP) as well as a partially observable MDP (POMDP) for supporting the users’ decisions on beneficially selecting APs. Moreover, we conceive iterative algorithms for implementing our MDP and POMDP-based AP-selection, respectively. Finally, our performance results are benchmarked against a range of traditional decision-making algorithms.
机译:超级WiFi网络概念已被提出用于美国的全国互联网访问。但是,在这种大规模无线网络中,传统的市电电源不一定无处不在。此外,基站和远程交通的地理分布不均匀需要仔细考虑用户关联。依靠快速发展的能量收集技术,我们将注意力集中在为能量收集辅助的超级WiFi网络构想的复杂接入点(AP)选择策略上。明确地,我们基于昆士兰大学提供的历史太阳活动观测数据,提出了太阳辐射模型,然后提出了一种有益的辐射参数估算方法。此外,我们制定了马尔可夫决策过程(MDP)以及部分可观察的MDP(POMDP),以支持用户关于有效选择AP的决策。此外,我们构思了分别实现基于MDP和基于POMDP的AP选择的迭代算法。最后,我们的性能结果以一系列传统决策算法为基准。

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