分布式无线视频缓存安置动态自适应流

Chenglin Li, P. Frossard, H. Xiong, Junni Zou
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引用次数: 3

摘要

在边缘服务器上进行缓存可以平滑无线流媒体中临时流量的变化,减少基站的业务负载。然而,在自适应流媒体环境下,为可能的多个版本的不同视频序列分配缓存内容仍然是一个具有挑战性的问题。在本文中,我们提出了一个动态自适应视频流的无线视频缓存放置优化问题,该问题适当地考虑了视频序列的不同率失真(R-D)特性。我们的目标是通过压缩视频序列的最佳缓存来最小化预期的视频失真,这样客户端就可以有效地访问视频内容存储和带宽限制。我们证明了我们的优化问题是一个受背包约束的次模最大化问题。提出了一种具有多项式时间复杂度和理论逼近保证的成本效益贪婪算法。仿真结果表明,相对于不同的基线缓存放置方案,视频失真显著降低。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Distributed wireless video caching placement for dynamic adaptive streaming
Caching at edge servers can smooth the temporal traffic variability and reduce the service load of base stations in wireless streaming. However, the assignment of the cached content for possibly multiple versions of different video sequences is still a challenging question in the context of adaptive streaming. In this paper, we propose a wireless video caching placement optimization problem for dynamic adaptive video streaming that properly takes into account the different rate-distortion (R-D) characteristics of the video sequences. Our objective is to minimize the expected video distortion by the optimal caching of compressed video sequences, such that the clients can effectively access video content storage and bandwidth constraints. We prove that our optimization problem is a submodular maximization problem subject to a knapsack constraint. A cost benefit greedy algorithm is developed to obtain an approximate solution with polynomial time complexity and theoretical approximation guarantees. Simulation results demonstrate significant video distortion reduction relative to different baseline caching placement schemes.
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