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网络中的AI技术专题导读
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作者 解冲锋 孟洛明 崔勇 《中兴通讯技术》 北大核心 2025年第5期1-2,共2页
当前,以大语言模型和智能体为代表的人工智能(AI)技术发展迅猛,在网络运维自动化与智能化提升方面展现出巨大潜力,正深刻改变着网络运营管理模式。国际上,以国际电信联盟电信标准化部门(ITU-T)和互联网工程任务组(IETF)为代表的标准化... 当前,以大语言模型和智能体为代表的人工智能(AI)技术发展迅猛,在网络运维自动化与智能化提升方面展现出巨大潜力,正深刻改变着网络运营管理模式。国际上,以国际电信联盟电信标准化部门(ITU-T)和互联网工程任务组(IETF)为代表的标准化组织已多次围绕“AI for Network”展开专题研讨,并启动相关标准化工作。然而,业界对于AI在网络运维中仍存在诸多疑问,例如:AI在网络中究竟能发挥哪些独特作用?其作用机制为何?目前已有哪些成功应用案例?尚存哪些关键问题亟需攻克?为此,本期以“网络中的AI技术”为主题,聚焦AI技术如何赋能网络运营,邀请该领域的专家学者撰写了5篇文章。这些文章介绍并分析了的最新关键技术进展,从多角度探讨如何在网络中应用AI技术,并对存在的问题和具体的解决方案进行了深入讨论。本专题旨在探索中国网络基础设施发展所需要的AI技术,为进一步的产业化和标准化铺平道路。 展开更多
关键词 AI技术 网络运维 大语言模型 智能体
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基于相对移动性预测的k跳AdHoc网络分簇算法 被引量:11
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作者 孟洛明 江彦馥 +3 位作者 刘彦君 苏汉 徐思雅 亓峰 《电子与信息学报》 EI CSCD 北大核心 2018年第12期2954-2961,共8页
针对网络节点随机移动造成的AdHoc网络分簇结构变化和路由失效问题,该文提出一种基于相对移动性预测的k跳分簇算法,分析和预测网络节点运动状态,自适应地调整分簇结构,提高簇结构稳定性。首先,使用多普勒频移计算节点间相对移动速度,预... 针对网络节点随机移动造成的AdHoc网络分簇结构变化和路由失效问题,该文提出一种基于相对移动性预测的k跳分簇算法,分析和预测网络节点运动状态,自适应地调整分簇结构,提高簇结构稳定性。首先,使用多普勒频移计算节点间相对移动速度,预测节点移动性,得到节点间链路保持时间。然后,在簇形成阶段,采用面向节点稳定性的MAX-MIN启发式算法,根据节点的平均链路保持时间对簇首进行选择。进而,在簇保持阶段,提出一种基于节点运动状态的网络自适应调整算法,一方面调整节点信息数据发送周期以平衡数据开销和精确度,另一方面通过预测节点间链路通断情况调整分簇结构,以减少链路失效时的链路重建时间,提高网络运行质量。仿真实验表明,所提算法可以有效延长簇首持续时间,提高簇结构在动态环境下的稳定性。 展开更多
关键词 ADHOC网络 分簇 移动性预测 多普勒频移 MAX—MIN算法
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A QoS-Aware Packet Scheduling Mechanism in Cognitive Radio Networks for Smart Grid Applications 被引量:1
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作者 XU Siya WEI Lei +3 位作者 LIU Zhu GUO Shaoyong QIU Xuesong meng luoming 《China Communications》 SCIE CSCD 2016年第2期68-78,共11页
Cognitive radio sensor network is applied to facilitate network monitoring and management, and achieves high spectrum efficiencies in smart grid. However, the conventional traffic scheduling mechanisms are hard to pro... Cognitive radio sensor network is applied to facilitate network monitoring and management, and achieves high spectrum efficiencies in smart grid. However, the conventional traffic scheduling mechanisms are hard to provide guaranteed quality of service for the secondary users. It is because that they ignore the influence of diverse transition requirements in heterogeneous traffi c. Therefore, a novel Qo S-aware packet scheduling mechanism is proposed to improve transmission quality for secondary users. In this mechanism, a Qo S-based prioritization model is established to address data classification firstly. And then, channel quality and the effect of channel switch are integrated into priority-based packet scheduling mechanism. At last, the simulation is implemented with MATLAB and OPNET. The results show that the proposed scheduling mechanism improves the transmission quality of high-priority secondary users and increase the whole system utilization by 10%. 展开更多
关键词 smart grid cognitive radio sensornetworks (CRSN) quality of service (QoS) scheduling mechanism
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Traffic Scheduling Mechanism Based on Interference Avoidance for Meter Data Collection in Wireless Smart Grid Communication Networks
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作者 SHAO Sujie GUO Shaoyong +2 位作者 QIU Xuesong meng luoming LEI Min 《China Communications》 SCIE CSCD 2015年第7期142-153,共12页
Meter Data Collection Building Area Network(MDCBAN) deployed in high rises is playing an increasingly important role in wireless multi-hop smart grid meter data collection. Recently, increasingly numerous application ... Meter Data Collection Building Area Network(MDCBAN) deployed in high rises is playing an increasingly important role in wireless multi-hop smart grid meter data collection. Recently, increasingly numerous application layer data traffic makes MDCBAN be facing serious communication pressure. In addition, large density of meter data collection devices scattered in the limited geographical space of high rises results in obvious communication interference. To solve these problems, a traffic scheduling mechanism based on interference avoidance for meter data collection in MDCBAN is proposed. Firstly, the characteristics of network topology are analyzed and the corresponding traffic distribution model is proposed. Next, a wireless multi-channel selection scheme for different Floor Gateways and a single-channel time unit assignment scheme for data collection devices in the same Floor Network are proposed to avoid interference. At last, a data balanced traffic scheduling algorithm is proposed. Simulation results show that balanced traffic distribution and highly efficient and reliable data transmission can be achieved on the basis of effective interference avoidance between data collection devices. 展开更多
关键词 smart grid communication meter data collection traffic scheduling interference avoidance building area network
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Quantum secure direct communication over the collective amplitude damping channel 被引量:9
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作者 QIN SuJuan WEN QiaoYan +1 位作者 meng luoming ZHU FuChen 《Science China(Physics,Mechanics & Astronomy)》 SCIE EI CAS 2009年第8期1208-1212,共5页
An efficient quantum secure direct communication protocol is presented over the amplitude damping channel.The protocol encodes logical bits in two-qubit noiseless states,and so it can function over a quantum channel s... An efficient quantum secure direct communication protocol is presented over the amplitude damping channel.The protocol encodes logical bits in two-qubit noiseless states,and so it can function over a quantum channel subjected to collective amplitude damping.The feature of this protocol is that the sender encodes the secret directly on the quantum states,the receiver decodes the secret by performing determinate measurements,and there is no basis mismatch.The transmission's safety is ensured by the nonorthogonality of the noiseless states traveling forward and backward on the quantum channel.Moreover,we construct the efficient quantum circuits to implement channel encoding and information encoding by means of primitive operations in quantum computation. 展开更多
关键词 QUANTUM secure direct communication AMPLITUDE DAMPING QUANTUM CRYPTOGRAPHY
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