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Optimal foresighted packet scheduling and resource allocation for multi-user video transmission in 4G cellular networks

机译:在4G蜂窝网络中的多用户视频传输的最佳前瞻性分组调度和资源分配

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We study joint resource allocation and packet scheduling for multi-user video transmission in a 4G cellular network, where the base station (BS) allocates resources (i.e. bandwidth) among the users and each user schedules its video packets based on the allocated resources. Most existing works either propose myopic solutions for multi-user video transmission, in which the resource allocation and packet scheduling is designed to maximize the short-term video quality, or propose foresighted packet scheduling solutions for single-user video transmission which maximize the long-term video quality. In this work, we propose foresighted resource allocation and packet scheduling solutions for multi-user video transmission. Specifically, we develop a low-complexity algorithm in which the BS updates the prices of resources for each user and the users make individual packet scheduling decisions based on the prices. The algorithm can be implemented by the BS and the users in a decentralized manner, and converges to the optimal prices under which the users' optimal decisions maximize the long-term total video quality subject to per-user minimum video quality guarantees. Simulation results show 7 dB and 3 dB improvements in PSNR (Peak Signal-to-Noise Ratio) over myopic solutions and existing foresighted solutions, respectively.
机译:我们研究了4G蜂窝网络中的多用户视频传输的联合资源分配和分组调度,其中基站(BS)分配用户之间的资源(即带宽),并且每个用户基于分配的资源调度其视频分组。大多数现有的作品都提出了用于多用户视频传输的近视解,其中资源分配和分组调度旨在最大化短期视频质量,或者为单用户视频传输提出了用于单用户视频传输的前瞻性分组调度解决方案,最大化了长期化的单用户视频传输术语视频质量。在这项工作中,我们提出了用于多用户视频传输的远见资源分配和数据包调度解决方案。具体地,我们开发了一种低复杂性算法,其中BS更新每个用户的资源价格,并且用户基于价格制作各个数据包调度决策。该算法可以由BS和用户以分散的方式实现,并收敛于用户最佳决策的最佳价格最大化,以最大化每用户最小视频质量保证的长期总视频质量。仿真结果分别显示了PSNR(峰值信噪比)的7 dB和3 dB,分别通过近视解决方案和现有的远见解决方案。

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