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Situational awareness uncertainty impacts on Dynamic Spectrum Access performance

机译:态势感知不确定性对动态频谱访问性能的影响

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This paper explores the value of situational awareness information to Dynamic Spectrum Access (DSA) systems, which access wireless spectrum in an ad hoc manner to meet user needs while avoiding harmful interference to other spectrum users. In general, DSA systems must make adaptation decisions with imperfect information in factors such as local propagation characteristics as well as the presence, location, and spectrum usage behaviors of other spectrum users. DSA methods for developing situational awareness (SA) include spectrum sensing, information sharing among networked users, and access to various databases. This paper derives the relationship between SA uncertainty and DSA system performance. The SA and decision process uses a probabilistic reasoning and decision-making model for DSA systems. The method uses a Bayesian Networking model with causality assumptions along with multiattribute utility theory. The BN is built as a functional causal model from common functional relationships and algorithms from communications theory. The associated analysis provides insight into the decision-making trades of a DSA system when acting on imperfect situational awareness and highlights some general findings and principles. The results demonstrate a direct impact on interference and capacity potential resulting from uncertainty. Uncertainty is quantified in terms of incorrect assessment of the mean and variance of the path loss probability distribution.
机译:本文探讨了态势感知信息对动态频谱访问(DSA)系统的价值,该系统以即席方式访问无线频谱以满足用户需求,同时又避免了对其他频谱用户的有害干扰。通常,DSA系统必须在信息不完善的情况下做出适应性决策,例如局部传播特性以及其他频谱用户的存在,位置和频谱使用行为等因素。用于发展态势感知(SA)的DSA方法包括频谱感知,网络用户之间的信息共享以及对各种数据库的访问。本文推导了SA不确定性与DSA系统性能之间的关系。 SA和决策过程对DSA系统使用概率推理和决策模型。该方法使用具有因果关系假设的贝叶斯网络模型以及多属性效用理论。 BN由常见的功能关系和通信理论的算法构建为功能因果模型。当对不完善的态势感知采取行动时,相关的分析提供了对DSA系统决策交易的洞察力,并突出了一些一般性的发现和原则。结果表明,不确定性对干扰和容量潜力有直接影响。不确定性是根据对路径损耗概率分布的均值和方差的错误评估来量化的。

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