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Cache-Enabled Physical Layer Security for Video Streaming in Backhaul-Limited Cellular Networks

机译:支持缓存的视频流物理层安全性   Backhaul-Limited Cellular Networks

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摘要

In this paper, we propose a novel wireless caching scheme to enhance thephysical layer security of video streaming in cellular networks with limitedbackhaul capacity. By proactively sharing video data across a subset of basestations (BSs) through both caching and backhaul loading, secure cooperativejoint transmission of several BSs can be dynamically enabled in accordance withthe cache status, the channel conditions, and the backhaul capacity. Assumingimperfect channel state information (CSI) at the transmitters, we formulate atwo-stage non-convex mixed-integer robust optimization problem for minimizingthe total transmit power while providing quality of service (QoS) andguaranteeing communication secrecy during video delivery, where the caching andthe cooperative transmission policy are optimized in an offline video cachingstage and an online video delivery stage, respectively. Although the formulatedoptimization problem turns out to be NP-hard, low-complexity polynomial-timealgorithms, whose solutions are globally optimal under certain conditions, areproposed for cache training and video delivery control. Caching is shown to bebeneficial as it reduces the data sharing overhead imposed on thecapacity-constrained backhaul links, introduces additional secure degrees offreedom, and enables a power-efficient communication system design. Simulationresults confirm that the proposed caching scheme achieves simultaneously a lowsecrecy outage probability and a high power efficiency. Furthermore, due to theproposed robust optimization, the performance loss caused by imperfect CSIknowledge can be significantly reduced when the cache capacity becomes large.
机译:在本文中,我们提出了一种新颖的无线缓存方案,以增强回程容量有限的蜂窝网络中视频流的物理层安全性。通过通过缓存和回程加载在基站子集之间主动共享视频数据,可以根据缓存状态,信道条件和回程容量动态启用多个BS的安全协作联合传输。假设发射机的信道状态信息(CSI)不完善,我们制定了一个两阶段非凸混合整数鲁棒优化问题,以最小化总发射功率,同时提供服务质量(QoS)并确保视频传递过程中的通信保密性,其中进行缓存和协作传输策略分别在离线视频缓存阶段和在线视频交付阶段进行了优化。尽管公式化的优化问题最终证明是NP难的,但针对缓存训练和视频传输控制,提出了在某些条件下其全局最优解的低复杂度多项式时间算法。高速缓存被证明是有益的,因为它可以减少施加在容量受限的回程链路上的数据共享开销,引入额外的安全自由度,并实现高能效的通信系统设计。仿真结果证实了所提出的缓存方案同时实现了低保密中断概率和高功率效率。此外,由于建议的鲁棒性优化,当高速缓存容量变大时,可以显着减少由于不完善的CSI知识导致的性能损失。

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