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A Context-Aware Decision Making Framework for Cognitive and Coexisting Networking Environments

机译:认知和共存网络环境的上下文感知决策框架

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One of the major challenges in cognitive and cooperative communication systems that support advanced coexistence technologies for radio resource usage optimization is efficient decision making. However, the high dynamicity of such communication environments, in conjunction with the existence of an increasing amount of diverse context information, result in decision making becoming a non-trivial issue. In this paper, we present a novel decision making framework for modern wireless communication environments. More specifically, the different steps of the decision making cycle and the role they play in the decision making process are presented, while the different fragments that constitute the notion of context, as well as their role and the way they interact with and influence the decision making steps are described in detail. Moreover, two case-studies, on interference management in heterogeneous networks and noise-robust and energy-efficient sensing, respectively, are presented, highlighting their compliance with the described decision making framework. Keywords ?? context, decision making, enforcement, learning, solution filtering
机译:支持先进共存技术以优化无线电资源使用的认知和协作通信系统中的主要挑战之一是有效的决策。然而,这种通信环境的高动态性,与越来越多的多样上下文信息的存在相结合,导致决策成为不平凡的问题。在本文中,我们提出了一种用于现代无线通信环境的新颖的决策框架。更具体地说,介绍了决策周期的不同步骤以及它们在决策过程中所扮演的角色,而构成上下文概念的不同片段以及它们的角色以及它们与决策相互作用和影响决策的方式制作步骤进行了详细说明。此外,分别提供了两个案例研究,分别涉及异构网络中的干扰管理以及鲁棒性和节能传感器,突出了它们与所描述的决策框架的一致性。关键字??上下文,决策,执行,学习,解决方案过滤

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