立场文件:认知无线电一般认知评估的理论框架

Qi Dong, Yu Chen, Xiaohua Li, K. Zeng
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引用次数: 0

摘要

随着物联网和其他智能移动设备的广泛应用,认知无线网络(CRN)被认为是最有希望有效利用无线通信频谱资源的解决方案。这些认知能力共同定义了crn的智能。虽然认知能力和智力对神经网络至关重要,但定量研究在很大程度上是一个开放的领域。由于认知无线电模型的结构复杂性和多学科性质,目前还没有一种理论上合理的方法来评估认知无线电模型的“有效性”和“智能”。相比之下,人类智商(IQ)测试提供了一个人在进行某些类型的任务(如逻辑思维)时的能力的直接定量描述。受著名的人类认知能力评价理论(Cattell-Horn-Carroll, CHC)的启发,本文提出了一个理论框架,试图将CHC模型应用于认知无线电。本文报告的是为认知无线电或crn的一般认知评估奠定理论框架的初步努力。通过与智慧城市社区的同事分享早期的概念想法,我们希望能够激发更多有见地的讨论,以加速这一重要领域的研究。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Position Paper: A Theoretical Framework for General Cognition Evaluation of Cognitive Radios
Cognitive radio network (CRN) has been considered as the most promising solution for an efficient usage of wireless communication spectrum resource as the pervasive utility of Internet of Things (IoT) and other smart mobile devices. Such cognitive capabilities collectively define the intelligence of CRNs. While the capability of cognition and the intelligence are vital for CRNs, the quantitative study is largely an open area. Because of the structural complexity and the nature of multidisciplinary, there is not a theoretically reasonable method to evaluate the “effectiveness” and “intelligence” of cognitive radio models. In contrast, the human intelligence quotient (IQ) test provides a straightforward quantitative description of a person’s capability in conducting certain types of tasks like logical thinking. Inspired by the well-known Cattell-Horn-Carroll (CHC) theory for human cognitive ability evaluation, in this paper a theoretical framework is proposed trying to apply the CHC model on cognitive radios. What this paper reports is the preliminary effort to lay down a theoretical framework for general cognition evaluation of cognitive radio or CRNs. By sharing the early stage conceptual idea with the colleagues in the smart cities community, we hope it will inspire more insightful discussions to accelerate the research in this important area.
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