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Time-Varying Social-Aware Resource Allocation for Device-to-Device Communication

机译:随时间变化的社交意识资源分配用于设备到设备的通信

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摘要

With the rapid development of wireless mobile communication, local content sharing has become the emerging demand for users who are geographically close. Device-to-device (D2D) communication allows two users to communicate directly with each other. In order to achieve more effective content distribution and content spread by allocating better spectrum resources to users with better social networking and content diffusion capabilities, we propose an optimization scheme for resource allocation of the D2D communication by utilizing the potential social relations that are embedded in the communication devices. The degree of intimacy between users is abstracted from the call records to quantify social-relation strengths. Considering the time-varying property of social relations, the auto-regressive integrated moving average model is applied to map the call records into time sequence to predict users' social relations. Besides, instead of individual utility or the overall network utility, each user aims to maximize its social-community utility which takes other social related D2D users into consideration. Potential game is utilized to solve the social-community utility maximization problem of resource allocation for the D2D communication due to its outstanding mapping nature and always has the Nash equilibrium. Finally, a social-aware distributed resource allocation algorithm is proposed, and the algorithm achieves convergence and stability. Numerical results show that our proposed scheme increases the overall utility over 30% compared with coalition game scheme, and over 50% compared with random selection scheme without loss of the fairness.
机译:随着无线移动通信的飞速发展,本地内容共享已成为地理上接近的用户的新兴需求。设备到设备(D2D)通信允许两个用户直接相互通信。为了通过向具有更好的社交网络和内容扩散能力的用户分配更好的频谱资源来实现更有效的内容分发和内容分发,我们提出了一种利用嵌入在D2D通信中的潜在社会关系来优化D2D通信资源分配的方案。通信设备。从通话记录中提取用户之间的亲密度,以量化社交关系强度。考虑到社会关系的时变性质,应用自回归综合移动平均模型将通话记录映射到时间序列中,以预测用户的社会关系。此外,每个用户的目标是最大化其社交社区实用程序,而不是单个实用程序或整个网络实用程序,该社交社区实用程序考虑了其他与社交相关的D2D用户。潜在博弈因其出色的映射性质而始终具有纳什均衡,因此被用来解决D2D通信资源分配的社会社区效用最大化问题。最后,提出了一种具有社会意识的分布式资源分配算法,该算法实现了收敛性和稳定性。数值结果表明,与联盟博弈方案相比,本文提出的方案的总体效用提高了30%以上,与随机选择方案相比,总体效用提高了50%以上,且不损失公平性。

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