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High dynamic mobile topology-based clustering algorithm for UAV swarm networks
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作者 CHEN Siji JIANG Bo +2 位作者 XU Hong PANG Tao GAO Mingke 《Journal of Systems Engineering and Electronics》 2025年第4期1103-1112,共10页
Unmanned aerial vehicles(UAVs)have become one of the key technologies to achieve future data collection due to their high mobility,rapid deployment,low cost,and the ability to establish line-of-sight communication lin... Unmanned aerial vehicles(UAVs)have become one of the key technologies to achieve future data collection due to their high mobility,rapid deployment,low cost,and the ability to establish line-of-sight communication links.However,when UAV swarm perform tasks in narrow spaces,they often encounter various spatial obstacles,building shielding materials,and high-speed node movements,which result in intermittent network communication links and cannot support the smooth comple-tion of tasks.In this paper,a high mobility and dynamic topol-ogy of the UAV swarm is particularly considered and the high dynamic mobile topology-based clustering(HDMTC)algorithm is proposed.Simulation and real flight verification results verify that the proposed HDMTC algorithm achieves higher stability of net-work,longer link expiration time(LET),and longer node lifetime,all of which improve the communication performance for UAV swarm networks. 展开更多
关键词 unmanned aerial vehichle(UAV)swarm network UAV clustering MOBILITY virtual tube.
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A highly reliable embedding algorithm for airborne tactical network virtualization 被引量:2
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作者 MIAO Jingcheng LYU Na +2 位作者 CHEN Kefan CHEN Zhuo GAO Weiting 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2021年第6期1364-1374,共11页
The evolution of airborne tactical networks(ATNs)is impeded by the network ossification problem.As a solution,network virtualization(NV)can provide a flexible and scalable architecture where virtual network embedding(... The evolution of airborne tactical networks(ATNs)is impeded by the network ossification problem.As a solution,network virtualization(NV)can provide a flexible and scalable architecture where virtual network embedding(VNE)is a key part.However,existing VNE algorithms cannot be optimally adopted in the virtualization of ATN due to the complex interference in aircombat field.In this context,a highly reliable VNE algorithm based on the transmission rate for ATN virtualization(TR-ATVNE)is proposed to adapt well to the specific electromagnetic environment of ATN.Our algorithm coordinates node and link mapping.In the node mapping,transmission-rate resource is firstly defined to effectively evaluate the ranking value of substrate nodes under the interference of both environmental noises and enemy attacks.Meanwhile,a feasible splitting rule is proposed for path splitting in the link mapping,considering the interference between wireless links.Simulation results reveal that our algorithm is able to improve the acceptance ratio of virtual network requests while maintaining a high revenue-to-cost ratio under the complex electromagnetic interference. 展开更多
关键词 airborne tactical network(ATN) network virtualization(NV) resource allocation virtual network embedding(VNE) transmission rate
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An intelligent control method based on artificial neural network for numerical flight simulation of the basic finner projectile with pitching maneuver
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作者 Yiming Liang Guangning Li +3 位作者 Min Xu Junmin Zhao Feng Hao Hongbo Shi 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2024年第2期663-674,共12页
In this paper,an intelligent control method applying on numerical virtual flight is proposed.The proposed algorithm is verified and evaluated by combining with the case of the basic finner projectile model and shows a... In this paper,an intelligent control method applying on numerical virtual flight is proposed.The proposed algorithm is verified and evaluated by combining with the case of the basic finner projectile model and shows a good application prospect.Firstly,a numerical virtual flight simulation model based on overlapping dynamic mesh technology is constructed.In order to verify the accuracy of the dynamic grid technology and the calculation of unsteady flow,a numerical simulation of the basic finner projectile without control is carried out.The simulation results are in good agreement with the experiment data which shows that the algorithm used in this paper can also be used in the design and evaluation of the intelligent controller in the numerical virtual flight simulation.Secondly,combined with the real-time control requirements of aerodynamic,attitude and displacement parameters of the projectile during the flight process,the numerical simulations of the basic finner projectile’s pitch channel are carried out under the traditional PID(Proportional-Integral-Derivative)control strategy and the intelligent PID control strategy respectively.The intelligent PID controller based on BP(Back Propagation)neural network can realize online learning and self-optimization of control parameters according to the acquired real-time flight parameters.Compared with the traditional PID controller,the concerned control variable overshoot,rise time,transition time and steady state error and other performance indicators have been greatly improved,and the higher the learning efficiency or the inertia coefficient,the faster the system,the larger the overshoot,and the smaller the stability error.The intelligent control method applying on numerical virtual flight is capable of solving the complicated unsteady motion and flow with the intelligent PID control strategy and has a strong promotion to engineering application. 展开更多
关键词 Numerical virtual flight Intelligent control BP neural network PID Moving chimera grid
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Convolutional neural networks for time series classification 被引量:52
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作者 Bendong Zhao Huanzhang Lu +2 位作者 Shangfeng Chen Junliang Liu Dongya Wu 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2017年第1期162-169,共8页
Time series classification is an important task in time series data mining, and has attracted great interests and tremendous efforts during last decades. However, it remains a challenging problem due to the nature of ... Time series classification is an important task in time series data mining, and has attracted great interests and tremendous efforts during last decades. However, it remains a challenging problem due to the nature of time series data: high dimensionality, large in data size and updating continuously. The deep learning techniques are explored to improve the performance of traditional feature-based approaches. Specifically, a novel convolutional neural network (CNN) framework is proposed for time series classification. Different from other feature-based classification approaches, CNN can discover and extract the suitable internal structure to generate deep features of the input time series automatically by using convolution and pooling operations. Two groups of experiments are conducted on simulated data sets and eight groups of experiments are conducted on real-world data sets from different application domains. The final experimental results show that the proposed method outperforms state-of-the-art methods for time series classification in terms of the classification accuracy and noise tolerance. © 1990-2011 Beijing Institute of Aerospace Information. 展开更多
关键词 CONVOLUTION Data mining Neural networks Time series virtual reality
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Visualization of flatness pattern recognition based on T-S cloud inference network 被引量:2
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作者 张秀玲 赵亮 +1 位作者 臧佳音 樊红敏 《Journal of Central South University》 SCIE EI CAS CSCD 2015年第2期560-566,共7页
Flatness pattern recognition is the key of the flatness control. The accuracy of the present flatness pattern recognition is limited and the shape defects cannot be reflected intuitively. In order to improve it, a nov... Flatness pattern recognition is the key of the flatness control. The accuracy of the present flatness pattern recognition is limited and the shape defects cannot be reflected intuitively. In order to improve it, a novel method via T-S cloud inference network optimized by genetic algorithm(GA) is proposed. T-S cloud inference network is constructed with T-S fuzzy neural network and the cloud model. So, the rapid of fuzzy logic and the uncertainty of cloud model for processing data are both taken into account. What's more, GA possesses good parallel design structure and global optimization characteristics. Compared with the simulation recognition results of traditional BP Algorithm, GA is more accurate and effective. Moreover, virtual reality technology is introduced into the field of shape control by Lab VIEW, MATLAB mixed programming. And virtual flatness pattern recognition interface is designed.Therefore, the data of engineering analysis and the actual model are combined with each other, and the shape defects could be seen more lively and intuitively. 展开更多
关键词 pattern recognition T-S cloud inference network cloud model mixed programming virtual reality visual recognition
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Novel Minimum Passive Element Realization of All-Pass Network Using A Modified Current Conveyor
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作者 Wu JieDepartment of Electrical Engineering, Hunan University, Changsha, Hunan, China 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 1992年第2期78-80,共3页
1. IntroductionA large number of networks for realizing first and second order transfer functions using a currentconveyor have been reported in the literature. Especially, the networks that can offer highinput impedan... 1. IntroductionA large number of networks for realizing first and second order transfer functions using a currentconveyor have been reported in the literature. Especially, the networks that can offer highinput impedance attract attention, for high input impedance has the advantage that the networksmay be used in cascade without requiring impedance matching device. In the Higashimura and 展开更多
关键词 In Novel Minimum Passive Element Realization of All-Pass network Using A Modified Current Conveyor
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Controllability and observability of networked control systems with time-varying delays 被引量:2
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作者 Li Jinna Zhang Qingling Li Yuan 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2009年第4期800-806,共7页
The controllability and observability of networked control systems are studied. Aiming at the networked control system with time-varying delay, the sufficient and necessary conditions for complete controllability and ... The controllability and observability of networked control systems are studied. Aiming at the networked control system with time-varying delay, the sufficient and necessary conditions for complete controllability and complete observability of the system are presented, respectively. Because of Markov characteristic of the network-induced delay, in terms of stochastic theory, a sufficient and necessary condition for completely mean value controllability of networked control systems is obtained. Further, the conditions that the controllability and observability of networked control systems are equivalent to the initial time-invariant system are given. Controllability and observability realization indexes are also discussed, respectively. The numerical example demonstrates the effectiveness of the proposed theory. 展开更多
关键词 networked control system CONTROLLABILITY OBSERVABILITY controllability realization index observability realization index.
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Traffic jam in signalized road network 被引量:1
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作者 祁宏生 王殿海 +1 位作者 陈鹏 别一鸣 《Journal of Central South University》 SCIE EI CAS 2014年第2期832-842,共11页
Traffic jam in large signalized road network presents a complex nature.In order to reveal the jam characteristics,two indexes,SVS(speed of virtual signal) and VOS(velocity of spillover),were proposed respectively.SVS ... Traffic jam in large signalized road network presents a complex nature.In order to reveal the jam characteristics,two indexes,SVS(speed of virtual signal) and VOS(velocity of spillover),were proposed respectively.SVS described the propagation of queue within a link while VOS reflected the spillover velocity of vehicle queue.Based on the two indexes,network jam simulation was carried out on a regular signalized road network.The simulation results show that:1) The propagation of traffic congestion on a signalized road network can be classified into two stages:virtual split driven stage and flow rate driven stage.The former stage is characterized by decreasing virtual split while the latter only depends on flow rate; 2) The jam propagation rate and direction are dependent on traffic demand distribution and other network parameters.The direction with higher demand gets more chance to be jammed.Our findings can serve as the basis of the prevention of the formation and propagation of network traffic jam. 展开更多
关键词 traffic engineering network traffic jam virtual signal traffic control
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A New Distributed Localization Scheme for Wireless Sensor Networks 被引量:7
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作者 KUANG Xing-Hong SHAO Hui-He FENG Rui 《自动化学报》 EI CSCD 北大核心 2008年第3期344-348,共5页
在无线传感器网络(WSN ) 的节点本地化是被对待一功能目标在纸从一个新奇观点追踪双。与在 WSN 的传统的追踪问题不同,使用静态的地点商品节点估计动人的目标,活动节点被用来帮助未知节点精确地发现他们的位置。一个新节点本地化计划... 在无线传感器网络(WSN ) 的节点本地化是被对待一功能目标在纸从一个新奇观点追踪双。与在 WSN 的传统的追踪问题不同,使用静态的地点商品节点估计动人的目标,活动节点被用来帮助未知节点精确地发现他们的位置。一个新节点本地化计划虚拟烽火精力比率本地化(VB-ERL ) 和它为 WSN 的精炼被介绍。在计划,活动节点基于 Gauss-Markov 活动性模型搬到监视者地并且周期性地广播信息包。每个静态的未知节点在它的察觉到的范围收到虚拟烽火和精力,并且由发现一套超球面的交叉估计它的地点。模拟结果证明建议计划是有效的。 展开更多
关键词 无线传感器网络 节点定位 虚拟信号 分布式定位配置
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Networked 3D Virtual Museum System 被引量:5
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作者 Yong-MooKwon Ig-JaeKim 《系统仿真学报》 CAS CSCD 2003年第3期301-305,共5页
Virtual heritage has become increasingly important in the conservation, preservation, and interpretation of our cultural and natural history. Moreover, rapid advances in digital technologies in recent years offer virt... Virtual heritage has become increasingly important in the conservation, preservation, and interpretation of our cultural and natural history. Moreover, rapid advances in digital technologies in recent years offer virtual heritage new direction. This paper introduces our approach toward a networked 3D virtual museum system, especially, how to model, manage, present virtual heritages and furthermore how to use computer network for the share of virtual heritage in the networked virtual environment. This paper first addresses a 3D acquisition and processing technique for virtual heritage modeling and shows some illustrative examples. Then, this paper describes a management of virtual heritage assets that are composed by various rich media. This paper introduces our schemes to present the virtual heritages, which include 3D virtual heritage browser system, CAVE system, and immersive VR theater. Finally, this paper presents the new direction of networked 3D virtual museum of which main idea is remote guide of the virtual heritage using the mixed reality technique. 展开更多
关键词 CAVE 虚拟现实 虚拟继承 网络化三维虚拟博物馆 VR剧场
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考虑灵活性资源传输精细化建模的配电网优化运行 被引量:2
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作者 刘帅 李华强 +2 位作者 武姝凝 游祥 陆杨 《电网技术》 北大核心 2025年第5期2024-2034,I0068-I0070,共14页
清洁能源大规模并网使配电网产生大量灵活性需求,随之带来的灵活性资源传输阻塞问题亟待解决。针对此问题,该文通过探究配电网的灵活性资源传输原理,构建计及配电网潮流的网络传输灵活性资源模型,并基于此提出一种考虑灵活性资源传输约... 清洁能源大规模并网使配电网产生大量灵活性需求,随之带来的灵活性资源传输阻塞问题亟待解决。针对此问题,该文通过探究配电网的灵活性资源传输原理,构建计及配电网潮流的网络传输灵活性资源模型,并基于此提出一种考虑灵活性资源传输约束的配电网日前优化运行方法。首先,综合考虑节点灵活性与网络灵活性构建配电网灵活性分析框架;然后分别构建配电网各节点的灵活性需求与资源模型;随后,结合虚拟潮流精细化构建网络传输灵活性资源模型,以描述灵活性资源传输与配电网潮流的耦合关系,体现节点电压与线路传输容量在灵活性资源传输过程中的限制作用,从而量化配电网实际运行中对灵活性资源的传输能力;最后,提出一种考虑灵活性资源传输约束的配电网日前优化运行方法。算例表明,该文所提的灵活性分析方法符合配电网的运行特点,能够有效减少实际运行中灵活性资源传输阻塞问题带来的影响,并降低配电网的运行成本,提升清洁能源的消纳率。 展开更多
关键词 配电网 灵活性 网络传输灵活性资源 虚拟潮流 优化运行
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虚拟网络组织的知识动员机制——基于组织混合性和流动性视域 被引量:1
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作者 张俊 吴珊珊 +2 位作者 周鹏 张佶 姚伟 《科技进步与对策》 北大核心 2025年第6期120-129,共10页
虚拟网络组织混合性与流动性特征对组织知识管理带来挑战。因此,基于组织混合性和流动性特征分别构建基于共享知识库的简单知识动员机制,以及展现知识全生命周期变化以及组织成员行为感知状态的复杂知识动员机制。在此基础上,提出知识... 虚拟网络组织混合性与流动性特征对组织知识管理带来挑战。因此,基于组织混合性和流动性特征分别构建基于共享知识库的简单知识动员机制,以及展现知识全生命周期变化以及组织成员行为感知状态的复杂知识动员机制。在此基础上,提出知识动员机制发挥最大效能的4点实践策略,包括减少知识偏差、增强知识韧性、关注强弱联系与合理运用数字技术。知识动员机制构建充分利用组织混合性和流动性带来的多元化知识资源优势,同时,规避组织特性带来的低预测性、不稳定性等不足,对虚拟网络组织解决现存问题、实现组织知识跨界融合与衍生、提升组织核心竞争力等具有重要价值和意义。 展开更多
关键词 虚拟网络组织 组织混合性 组织流动性 知识动员
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基于对等架构的虚拟电厂-配电网双层电碳协同调度模型 被引量:2
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作者 孙国强 王力予 +3 位作者 周亦洲 卫志农 陈胜 臧海祥 《电力自动化设备》 北大核心 2025年第1期42-50,共9页
为使虚拟电厂更好地适应多种低碳能源并存的碳市场,建立了一种基于对等架构的虚拟电厂-配电网协同调度双层模型。引入碳排放流理论,结合电网潮流确定节点碳排放责任。建立双层模型,上层为配电网最优潮流模型,下层为虚拟电厂点对点交易... 为使虚拟电厂更好地适应多种低碳能源并存的碳市场,建立了一种基于对等架构的虚拟电厂-配电网协同调度双层模型。引入碳排放流理论,结合电网潮流确定节点碳排放责任。建立双层模型,上层为配电网最优潮流模型,下层为虚拟电厂点对点交易模型。上、下层模型间使用目标级联分析法构建对等架构,并通过共识变量实现协同调度。下层模型使用基于共识的自适应步长交替方向乘子法处理虚拟电厂间点对点交易问题,促进资源消纳的同时实现了隐私保护。以IEEE 33节点配电网为例,对调度结果进行多种分析,验证了所提模型的有效性。 展开更多
关键词 虚拟电厂 碳排放流理论 目标级联分析法 配电网 交替方向乘子法 点对点交易
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计及电力-通信-交通耦合网络不确定性的虚拟电厂鲁棒优化调度 被引量:1
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作者 潘超 李梓铭 +3 位作者 龚榆淋 叶宇鸿 孙中伟 周振宇 《电工技术学报》 北大核心 2025年第15期4755-4769,共15页
电力-通信-交通耦合网络中,虚拟电厂(VPP)通过先进的控制、通信、信息采集技术对分布式资源进行规模化聚合调控并积极响应电网需求,能够提高电网运行的稳定性。然而,现有VPP优化调度方法忽略了电力-通信-交通耦合网络中不确定性因素对VP... 电力-通信-交通耦合网络中,虚拟电厂(VPP)通过先进的控制、通信、信息采集技术对分布式资源进行规模化聚合调控并积极响应电网需求,能够提高电网运行的稳定性。然而,现有VPP优化调度方法忽略了电力-通信-交通耦合网络中不确定性因素对VPP需求响应优化调度的影响,导致调度成本高、鲁棒性差。针对上述问题,首先,该文构建电力-通信-交通耦合网络模型,并以最小化网损、节点电压偏差、VPP经济成本的加权和为目标建立优化问题;其次,分析来自电力-通信-交通三个网络的不确定性因素,并构建计及电力-通信-交通耦合网络不确定性的VPP鲁棒优化调度问题;然后,提出一种基于联邦对抗深度Q网络(DQN)的VPP鲁棒优化调度求解算法,通过双智能体之间的不断迭代,实现鲁棒最优策略的对抗求解;最后,对所提算法进行仿真验证,仿真结果表明,所提算法能够有效降低不确定性因素对VPP优化调度的影响,提高电网运行的可靠性与稳定性。 展开更多
关键词 电力-通信-交通 虚拟电厂 不确定性 鲁棒优化调度 联邦对抗深度Q网络(DQN)
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基于虚拟仿真技术的计算机网络技术专业教学研究 被引量:5
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作者 张建珍 李晋超 《教育理论与实践》 北大核心 2025年第9期56-59,共4页
计算机网络技术专业要求学生不仅掌握扎实的理论知识,还需具备实践能力和良好的职业素养。虚拟仿真技术因其逼真的模拟特性、交互式的教学体验和不受物理空间限制的特点,为职业教育提供了全新的教学方向。要应用虚拟仿真技术突破计算机... 计算机网络技术专业要求学生不仅掌握扎实的理论知识,还需具备实践能力和良好的职业素养。虚拟仿真技术因其逼真的模拟特性、交互式的教学体验和不受物理空间限制的特点,为职业教育提供了全新的教学方向。要应用虚拟仿真技术突破计算机网络技术专业教学目标,使其知识目标情景化、能力目标实践化、素养目标项目化。要应用虚拟仿真技术拓展计算机网络专业教学内容,将岗位需求、技能竞赛和职业认证融入教学内容。要应用虚拟仿真技术创新计算机网络技术专业教学方法,通过沉浸式教学法提升学生学习体验、项目式教学法增强学生实践能力、闯关式教学法激发学生学习兴趣。要应用虚拟仿真技术优化计算机网络技术专业教学评价,提升企业导师教学评价占比、细化校内导师教学评价粒度。 展开更多
关键词 虚拟仿真技术 计算机网络技术专业 教学目标 岗位需求 技能竞赛 职业认证 企业导师评价 校内导师评价
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物联网中虚拟网络功能转发图算法设计
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作者 任诚 刘静 +2 位作者 王宇 李亚鑫 李红伟 《计算机科学与探索》 北大核心 2025年第6期1632-1639,共8页
近年来,物联网的迅速发展和其终端数量的爆炸式增长对物联网网络服务提出了更高要求。结合网络功能虚拟化(NFV)和软件定义网络(SDN)技术,对新一代物联网服务功能虚拟化和软件化,可以将网络服务表示为虚拟网络功能转发图(VNF-FG)。现有... 近年来,物联网的迅速发展和其终端数量的爆炸式增长对物联网网络服务提出了更高要求。结合网络功能虚拟化(NFV)和软件定义网络(SDN)技术,对新一代物联网服务功能虚拟化和软件化,可以将网络服务表示为虚拟网络功能转发图(VNF-FG)。现有的研究主要关注VNF-FG嵌入(VNF-FGE)问题,把VNF-FG作为确定输入,忽略了VNF-FG的设计问题;又或者在设计VNF部署算法时,没有充分利用VNF-FG的图结构,使算法有一定局限性。因此,研究VNF-FG有向无环图(DAG)设计问题。针对一组到达物联网终端的服务请求,设计约束,建立一个整数线性规划(ILP)模型生成最优无环VNF-FG;以最小化虚拟节点总数为目标,提出一种高效的虚拟网络功能转发无环图设计算法,充分利用已有虚拟节点,并找出导致成环的关键VNF实例,通过反向增扩恰当数量的关键VNF以消除VNF-FG中的环路,在保证无环和最小化虚拟节点数量之间进行折中。实验结果表明,该算法与ILP模型之间的差距很小;与其他已有算法相比,在不同SFC请求数量下,该算法生成的虚拟节点个数平均降低了17.67%。 展开更多
关键词 网络功能虚拟化 物联网 整数线性规划 虚拟网络功能转发图
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面向卫星通信网的综合仿真集成技术研究
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作者 邵富杰 李文屏 +1 位作者 肖双爱 王志浩 《电信科学》 北大核心 2025年第8期139-147,共9页
以支撑构建通用、开放、高可信度的卫星通信网仿真系统为应用目的,研究卫星通信网综合仿真集成技术。针对卫星通信网多层次仿真需求,设计了基于软总线的卫星通信网仿真集成架构,用于支撑实现卫星通信网各层级粒度模型软件的灵活交互集... 以支撑构建通用、开放、高可信度的卫星通信网仿真系统为应用目的,研究卫星通信网综合仿真集成技术。针对卫星通信网多层次仿真需求,设计了基于软总线的卫星通信网仿真集成架构,用于支撑实现卫星通信网各层级粒度模型软件的灵活交互集成。面向卫星通信网及其建模仿真工具特点,设计数据+模型+软件的综合集成方式,用于支持松耦合卫星通信网仿真系统的集成构建。针对卫星通信网组成系统设备特点,从物理链路、网络协议、运行控制3个层面设计虚实结合的仿真集成方法,为开展卫星通信网虚实结合仿真验证提供支撑。最后,结合具体项目进行了应用实践。 展开更多
关键词 卫星通信网 多层次仿真 仿真集成 虚实结合
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虚拟网络资源负载均衡分配数学建模方法
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作者 王晓霞 万莉娟 《吉林大学学报(理学版)》 北大核心 2025年第2期580-584,共5页
针对因资源分配不均匀导致网络吞吐量较低的问题,提出一种虚拟网络资源负载均衡分配数学建模方法.首先,设定资源负载分配的目标函数,计算服务器链路剩余资源与剩余带宽的最佳比例关系,根据计算结果进行虚拟网络资源映射;其次,利用计算... 针对因资源分配不均匀导致网络吞吐量较低的问题,提出一种虚拟网络资源负载均衡分配数学建模方法.首先,设定资源负载分配的目标函数,计算服务器链路剩余资源与剩余带宽的最佳比例关系,根据计算结果进行虚拟网络资源映射;其次,利用计算能力率、通信率、路径能力和关联度等网络能力因子参数反映资源的负载均衡情况;最后,基于求得的虚拟网络节点能力指标,设置资源属性调度周期,引入公平因子,更新链路的吞吐量,得到虚拟网络资源负载均衡分配模型,并基于该模型实现资源负载均衡分配.实验结果表明,该方法有效改善了资源分配的均衡度,使网络吞吐量得到明显提升. 展开更多
关键词 虚拟网络资源 负载均衡分配 能力因子 吞吐量
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服务功能链部署的能耗与负载均衡联合优化
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作者 王昌达 李柔 张治平 《计算机应用研究》 北大核心 2025年第5期1500-1506,共7页
针对如何在部署服务功能链SFC(service function chain)的同时兼顾低能耗与网络负载均衡,提出了一种以节点负载状态预测为基础的SFC部署方法NIR-IACA(improved ant colony algorithm based on node importance ranking)。首先,使用基于... 针对如何在部署服务功能链SFC(service function chain)的同时兼顾低能耗与网络负载均衡,提出了一种以节点负载状态预测为基础的SFC部署方法NIR-IACA(improved ant colony algorithm based on node importance ranking)。首先,使用基于粒子群优化的CNN-GRU模型(particle swarm optimization-based CNN-GRU model,PCNN-GRU),结合广义网络温度(GNT)预测网络节点的负载状态,并据此为SFC部署提供备选节点;其次,基于最短路径优先策略的改进蚁群算法(ant colony algorithm,ACA)设计SFC部署节点选择策略(high availability and resource scheduling,HARS)且对选定节点进行虚拟链路映射,优化目标兼顾基础设施网络低能耗与负载均衡的要求。基于Clearwater VNF公开数据集的实验结果表明,提出的NIR-IACA方法与现有的MC-EEVP算法、DPVC算法以及RQAP算法相比平均节省13.09%的能耗,并提高12.98%的负载均衡能力,且在维持相对较高SFC请求的接受率的同时,可以较好地实现SFC部署的能耗与负载均衡联合优化。 展开更多
关键词 服务功能链 网络功能虚拟化 能源消耗 负载均衡
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孤岛模式下基于VSG的光储发电系统多机并联运行策略
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作者 张萍 李扬 《全球能源互联网》 北大核心 2025年第1期98-109,共12页
随着光伏发电装机容量的大幅增加,电力系统呈现“低惯性、低阻尼”特性,虚拟同步发电机(virtual synchronous generators,VSG)技术可以提高系统稳定性和供电可靠性。针对孤岛模式下光储-VSG并联系统由于线路阻抗差异和负载投切等原因导... 随着光伏发电装机容量的大幅增加,电力系统呈现“低惯性、低阻尼”特性,虚拟同步发电机(virtual synchronous generators,VSG)技术可以提高系统稳定性和供电可靠性。针对孤岛模式下光储-VSG并联系统由于线路阻抗差异和负载投切等原因导致的系统环流及功率分配不均问题,提出一种协同自适应控制策略。首先,通过系统无功功率偏差动态调整虚拟阻抗值,实现无功功率的精确分配,从而抑制系统稳态环流。其次,为提升系统动态特性和抑制负载投切过程中系统的振荡,建立双输入三输出径向基函数(radial basis function,RBF)神经网络对系统关键参数进行优化。最后,建立3台光储-VSG并联模型,设定不同容量比进行仿真分析,验证了所提控制策略能更好地抑制系统环流,保证系统稳定运行。 展开更多
关键词 光储发电系统 虚拟同步发电机 动态虚拟阻抗 RBF神经网络 环流抑制
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