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通信系统优化对分布式机器学习系统性能提升的分析
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作者 王蕴韬 《信息通信技术与政策》 2021年第3期83-89,共7页
随着人工智能技术的迅猛发展,分布式机器学习系统的应用不断加速,对该系统性能提升的研究愈发紧迫。聚焦用于分布式机器学习的通信系统对整体系统性能提升的重大影响,从机器学习计算的独特性及分布式系统性能现有分析理论的局限性入手,... 随着人工智能技术的迅猛发展,分布式机器学习系统的应用不断加速,对该系统性能提升的研究愈发紧迫。聚焦用于分布式机器学习的通信系统对整体系统性能提升的重大影响,从机器学习计算的独特性及分布式系统性能现有分析理论的局限性入手,对理论和工程实现两个维度深度分析了通信系统优化对于分布式机器学习系统实现线性乃至超线性加速的可行性,提出了影响分布式机器学习系统性能提升最为关键的三个通信系统优化核心要素,并对机器学习分布式系统中的通信优化理论及未来实践方向作出了展望。 展开更多
关键词 人工智能 通信系统优化 分布式系统
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智慧园区无线传感网络能量均衡覆盖优化系统 被引量:2
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作者 艾雪瑞 许放 +2 位作者 曹瑾 刘琦 赵楠 《电子设计工程》 2024年第11期110-114,共5页
针对传统LEACH协议存在数据传输效率较低以及节点能量分布不均的缺陷,文中从功耗和效率层面出发,提出了一种无线传感网络能量均衡覆盖优化系统。对于节点能量分布不均的问题,设计了由剩余能量因子与距离因子所组成的系统权重因子,并根... 针对传统LEACH协议存在数据传输效率较低以及节点能量分布不均的缺陷,文中从功耗和效率层面出发,提出了一种无线传感网络能量均衡覆盖优化系统。对于节点能量分布不均的问题,设计了由剩余能量因子与距离因子所组成的系统权重因子,并根据该因子及竞争半径来选择簇头。同时基于遗传算法提出了一种单链多跳路由协议,进而提升了系统的功耗水平,解决了数据传输效率偏低的问题。以某智慧园区为模型进行的实验测试结果表明,所设计系统的存活节点个数、系统剩余能量以及数据包接收数量这三个指标均大幅领先,充分说明了改进后的算法能够有效减少系统的能量损耗并提升节点的利用率,使其可以存活至1200轮,从而延长整个WSN系统的运行周期。 展开更多
关键词 无线传感网络 动态簇头选择 遗传算法 能量均衡覆盖 多跳路由协议 通信系统优化
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Integration Interval Determination and Decision Threshold Optimization for Improved TRPC-UWB Communication Systems 被引量:2
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作者 Zhonghua Liang Junshan Zang +2 位作者 Xiaojun Yang Xiaodai Dong Huansheng Song 《China Communications》 SCIE CSCD 2017年第5期185-192,共8页
Integration interval and decision threshold issues were investigated for improved transmitted reference pulse cluster (iTRPC-) ultra-wideband (UWB) systems. Our analysis shows that the bit error rate (BER) perfo... Integration interval and decision threshold issues were investigated for improved transmitted reference pulse cluster (iTRPC-) ultra-wideband (UWB) systems. Our analysis shows that the bit error rate (BER) performance of iTRPC-UWB systems can be significantly improved via integration interval determination (IID) and decision threshold optimization. For this purpose, two modifications can be made at the autocorrelation receiver as follows. Firstly, the liD processing is performed for autocorrelation operation to capture multi-path energy as much as possible. Secondly, adaptive decision threshold (ADT) instead of zero decision threshold (ZDT), is used as estimated optimal decision threshold for symbol detection. Performance of iTRPCUWB systems using liD and ADT was evaluated in realistic IEEE 802.15.4a UWB channel models and the simulation results demonstrated our theoretical analysis. 展开更多
关键词 ultra-wideband (UWB) improved transmitted reference pulse cluster (iTRPC) integration interval determination (IID) adaptive decision threshold (ADT)
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Capacity Maximization Based Power Loading Analysis for Digital Channelized Satcom Systems 被引量:2
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作者 YAN Jian CHEN Xiang LIU Chunli 《China Communications》 SCIE CSCD 2015年第5期64-74,共11页
For digital channelized frequency division multiple access based satellite communication(SATCOM) systems,it is a challenging but critical issue to improve the transponder power and spectrum efficiency simultaneously u... For digital channelized frequency division multiple access based satellite communication(SATCOM) systems,it is a challenging but critical issue to improve the transponder power and spectrum efficiency simultaneously under limited and non-linear high-power amplifier conditions.In this paper,different from the traditional link supportability designs aiming at minimizing the total transponder output power,a maximal sum Shannon capacity optimization objective is firstly raised subject to link supportability constraints.Furthermore,an efficient multilevel optimization(MO) algorithm is proposed to solve the considered optimization problem in the case of single link for each terminal.Moreover,in the case of multiple links for one terminal,an improved MO algorithm involving Golden section and discrete gradient searching procedures is proposed to optimize power allocation over all links.Finally,several numerical results are provided to demonstrate the effectiveness of our proposals.Comparison results show that,by the MO algorithm,not only all links' supportability can be guaranteed but also a larger sum capacity can be achieved with lower complexity. 展开更多
关键词 capacity maximization power loading multilevel optimization digital channelized satellite
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