人类认知感知的NOMA定价QoE:对非正交无线多址的前景理论扩展

K. Ramamoorthy, Wei Wang
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引用次数: 0

摘要

在现代通信系统中,人的认知能力已成为评价体验质量和服务质量的基本指标。期望效用定理(EUT)被广泛用于人类行为的数学建模和决策过程的分析。然而,文献研究表明,在某些情况下,用户的决策能力违反了EUT的规则,并提出了一种替代模型,称为前景理论(Prospect Theory, PT)。另一方面,非正交多址(NOMA)被认为是一种很有前途的提高网络容量性能的新技术。在NOMA研究中,拥塞控制和功率分配等问题一直是主要关注的焦点,而最终用户QoE在很大程度上被忽视了。过去,我们设计了一个NOMA定价框架,以同时提高用户QoE和基站利润,同时解决电力选择和资源分配的其他问题。本文的主要工作是在NOMA定价框架中引入新的前景理论假设,以进一步研究无线多媒体业务中的用户QoE。利用加权函数和值函数建立了面向NOMA通信的前景理论QoE模型。此外,我们还模拟了一个NOMA网络来评估所开发的前景理论QoE模型的有效性。仿真结果说明了前景理论QoE建模在无线多媒体通信NOMA定价框架中的潜力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Human Cognition Aware QoE For NOMA Pricing: A Prospect-Theoretic Augmentation To Non-Orthogonal Wireless Multiple Access
Human cognition has become a fundamental metric to evaluate the Quality of Experience (QoE) and service provided in modern day communication systems. Expected Utility Theorem (EUT) is widely used to mathematically model human behavior and analyze decision-making process. However, studies carried out in literature reveal that the decision-making ability of users under certain circumstances, violate the precepts of EUT and proposed an alternative model called Prospect Theory (PT). On the other hand, Non-Orthogonal Multiple Access (NOMA) has been advocated as a new promising technique to improve network capacity performance. In NOMA research, issues such as congestion control and power allocation have been the primary focus and end-user QoE has largely been ignored. In the past, we have designed a NOMA pricing framework to simultaneously boost user QoE and base station profits while addressing the other issues of power selection and resource allocation. The primary focus of this paper is to introduce the new prospect-theoretic postulates to the NOMA pricing framework to further study the user QoE in wireless multimedia services. The prospect-theoretic QoE model for NOMA communication has been derived using the weighting function and value function. Further, we have simulated a NOMA network to evaluate the efficacy of the developed prospect-theoretic QoE model. Simulation results exemplify the potentials of prospect-theoretic QoE modeling of NOMA pricing framework in wireless multimedia communications.
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