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动态雾计算网络中基于在线学习的任务卸载算法 被引量:2
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作者 谭友钰 陈蕾 +3 位作者 周明拓 王昆仑 杨旸 张武雄 《中国科学院大学学报(中英文)》 CSCD 北大核心 2020年第5期688-698,共11页
任务卸载是雾计算的主要技术之一,即计算能力不足的节点将任务卸载给具有富余资源的节点帮助计算。以优化任务平均卸载时延和提升卸载服务成功率为目标,利用多臂老虎机理论为动态雾计算网络提出一种基于在线学习的任务卸载算法,可实时... 任务卸载是雾计算的主要技术之一,即计算能力不足的节点将任务卸载给具有富余资源的节点帮助计算。以优化任务平均卸载时延和提升卸载服务成功率为目标,利用多臂老虎机理论为动态雾计算网络提出一种基于在线学习的任务卸载算法,可实时做出最优卸载决策。将该算法扩展到非稳定网络状态,使之可以动态追踪网络中节点的资源与环境变化,实时调整卸载决策。详细分析所提出算法的性能、复杂度和存储占用情况。仿真结果表明,这两种算法可达到的长期平均任务卸载时延均十分接近理想算法下的最优时延,卸载服务成功率也得到显著提升。此外,所提算法在非稳定的网络状态下能够追踪到计算资源与环境的变化。 展开更多
关键词 雾计算 任务卸载 在线学习 多臂老虎机
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Secrecy outage analysis on underlay cognitive radio using selection combining
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作者 tan youyu Pan Gaofeng Zhao Hui 《The Journal of China Universities of Posts and Telecommunications》 EI CSCD 2016年第3期51-56,共6页
Secure data transmission in future high-capacity high-coverage multi-tier hierarchical networks, for which cognitive radio (CR) has emerged as an essential recipe, is of utmost importance. This paper investigates th... Secure data transmission in future high-capacity high-coverage multi-tier hierarchical networks, for which cognitive radio (CR) has emerged as an essential recipe, is of utmost importance. This paper investigates the secrecy outage performance of selection combining (SC) in CR networks (CRNs) over Rayleigh fading channels. In a single-input multiple-output (SIMO) wiretap channel, a secondary user transmits confidential messages to another secondary user, which is equipped with n B (nB ≥1) antennas. Meanwhile, a passive eavesdropper, which is equipped with nE (n E ≥1) antennas, intends to overhear the messages. Both the legal receiver and the eavesdropper adopt SC scheme to process the received multiple signals. The secondary transmitter uses the underlay strategy to guarantee the quality of service of the primary user without spectrum sensing. Compared to the work proposed by Maged Elkashlan et al. in Ref. [ 1 ], we present an alternative method to derive the closed-form expression for the secrecy outage probability (SOP) and develop a simplified SOP when the maximal transmit power at the secondary user is sufficiently high. Our results reveal the impact of the primary network on the secondary network with a multi-antenna wiretap channel and simulations are conducted to validate the accuracy of our proposed analytical models. 展开更多
关键词 secrecy outage probability cognitive radio selection combining underlay
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