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Jointly Optimized Request Dispatching and Service Placement for MEC in LEO Network 被引量:8
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作者 Chengcheng Li Yasheng Zhang +1 位作者 Xuekun Hao Tao Huang 《China Communications》 SCIE CSCD 2020年第8期199-208,共10页
Integrating Multi-access Edge Computing(MEC) in Low Earth Orbit(LEO) network is an important way to provide globally seamless low-delay service. In this paper, we consider the scenario that MEC platforms with computat... Integrating Multi-access Edge Computing(MEC) in Low Earth Orbit(LEO) network is an important way to provide globally seamless low-delay service. In this paper, we consider the scenario that MEC platforms with computation and storage resource are deployed on LEO satellites, which is called "LEO-MEC". Service request dispatching decision is very important for resource utilization of the whole LEO-MEC system and Qo E of MEC users. Another important problem is service placement that is closely coupled with request dispatching. This paper models the joint service request dispatching and service placement problem as an optimization problem, which is a Mixed Integer Linear Programming(MILP). Our proposed mechanism solves this problem and uses the solved decision variables to dispatch requests and place services. Simulation results show that our proposed mechanism can achieve better performance in terms of ratio of served users and average hop count compared with baseline mechanism. 展开更多
关键词 Low Earth Orbit(leo)network Multi-access Edge Computing(MEC) request dispatching service placement
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For LEO Satellite Networks: Intelligent Interference Sensing and Signal Reconstruction Based on Blind Separation Technology
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作者 Chengjie Li Lidong Zhu Zhen Zhang 《China Communications》 SCIE CSCD 2024年第2期85-95,共11页
In LEO satellite communication networks,the number of satellites has increased sharply, the relative velocity of satellites is very fast, then electronic signal aliasing occurs from time to time. Those aliasing signal... In LEO satellite communication networks,the number of satellites has increased sharply, the relative velocity of satellites is very fast, then electronic signal aliasing occurs from time to time. Those aliasing signals make the receiving ability of the signal receiver worse, the signal processing ability weaker,and the anti-interference ability of the communication system lower. Aiming at the above problems, to save communication resources and improve communication efficiency, and considering the irregularity of interference signals, the underdetermined blind separation technology can effectively deal with the problem of interference sensing and signal reconstruction in this scenario. In order to improve the stability of source signal separation and the security of information transmission, a greedy optimization algorithm can be executed. At the same time, to improve network information transmission efficiency and prevent algorithms from getting trapped in local optima, delete low-energy points during each iteration process. Ultimately, simulation experiments validate that the algorithm presented in this paper enhances both the transmission efficiency of the network transmission system and the security of the communication system, achieving the process of interference sensing and signal reconstruction in the LEO satellite communication system. 展开更多
关键词 blind source separation greedy optimization algorithm interference sensing leo satellite communication networks signal reconstruction
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High-Risk LEO Satellite Network Path Detection Based on Spatial and Temporal Delay Anomaly Analysis
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作者 Tianyu Zhang Hewu Li +5 位作者 Jun Liu Lu Lu Qian Wu Shaowen Zheng Zeqi Lai Yuanjie Li 《China Communications》 SCIE CSCD 2023年第7期57-71,共15页
The gradual deployment of Low-Earth Orbit(LEO)mega constellations with inter-satellite links(ISLs)promises ubiquitous,low-latency,and high-throughput satellite network services.However,networked LEO satellites with IS... The gradual deployment of Low-Earth Orbit(LEO)mega constellations with inter-satellite links(ISLs)promises ubiquitous,low-latency,and high-throughput satellite network services.However,networked LEO satellites with ISLs are also at risk of routing attacks such as hijacking.Existing defenses against route hijacking in terrestrial networks can hardly work for the LEO satellite network due to its high spatiotemporal dynamics.To deal with it,we propose RPD,a high-risk routing path detection method for LEO mega-constellation networks.RPD detects abnormal high-risk LEO network paths by checking the consistency between the path delay and the geographical distance.This is efficiently achieved by combining in-band measurements and out-of-band statistical processing to detect the anomaly of the clustering feature in the reference delay matrix.RPD avoids the recalculation of the header cryptographic marks when the handover occurs,thus greatly reducing the cost and improving the performance of highrisk path detection.Experiments showed that the proposed RPD mechanism achieves an average detection accuracy of 91.64%under normal network conditions,and maintain about 89%even when congestion occurs in multiple areas of the network and measurement noise is considered.In addition,RPD does not require any cryptographic operation on the intermediate node,only minimal communication cost with excellent scalability and deployability. 展开更多
关键词 leo satellite networks route hijacking path verification risky path detection
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LEO-RAN切片场景联合用户关联和动态资源分配算法
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作者 陈赓 邢治薇 +1 位作者 沈斐 曾庆田 《通信学报》 EI CSCD 北大核心 2024年第2期173-187,共15页
为了解决6G天地一体化网络的资源高效利用问题,提出了一种面向高密度低地球轨道卫星-无线接入网(LEO-RAN)切片场景的联合用户关联和动态资源分配算法。考虑不同切片的最小速率、最大时延及资源比例等约束,以频谱效率(SE)和不同切片服务... 为了解决6G天地一体化网络的资源高效利用问题,提出了一种面向高密度低地球轨道卫星-无线接入网(LEO-RAN)切片场景的联合用户关联和动态资源分配算法。考虑不同切片的最小速率、最大时延及资源比例等约束,以频谱效率(SE)和不同切片服务水平协议(SLA)满意率(SSR)的加权和作为优化目标,建立用户关联和资源分配的联合优化问题。首先设计基于多智能体深度确定性策略梯度(MADDPG)的网络切片算法确定切片资源比例,然后采用基于拉格朗日对偶的用户关联算法确定最优的用户关联策略,最后通过轮询调度机制将资源分配给用户。仿真结果表明,所提算法在满足不同切片差异化SLA的同时能够有效提高SE。与基于MADDPG-RA、MATD3-LG、MATD3-RA、MASAC-LG和MASAC-RA算法相比,所提算法系统效用分别提升了2.0%、2.3%、5.7%、8.7%和9.4%。 展开更多
关键词 leo卫星通信 网络切片 用户关联 多智能体深度确定性策略梯度 系统效用
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LEO卫星网络切换判决方法研究综述
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作者 张英健 倪淑燕 +1 位作者 马宏斌 王育欣 《无线电工程》 2024年第6期1368-1379,共12页
低地球轨道(Low Earth Orbit,LEO)卫星网络因轨道高度低、传输时延小,可实现全球范围内全天时全天候无缝覆盖,在应急通信、情报侦查和灾害救援等领域得到了广泛应用。然而,由于LEO卫星与终端之间的高速相对运动导致频繁的切换问题,切换... 低地球轨道(Low Earth Orbit,LEO)卫星网络因轨道高度低、传输时延小,可实现全球范围内全天时全天候无缝覆盖,在应急通信、情报侦查和灾害救援等领域得到了广泛应用。然而,由于LEO卫星与终端之间的高速相对运动导致频繁的切换问题,切换判决作为切换中的关键环节,直接影响切换是否能够成功以及切换性能的好坏,是实现可靠平滑切换的重要前提。结合LEO卫星网络切换判决方法研究进展,综述了基于单属性决策和多属性决策的2类切换判决方法;归纳了常用的图论模型切换判决方法;总结了机器学习在LEO卫星网络切换判决中的应用;结合常用评价性能指标对不同切换判决方法进行了对比分析;对未来LEO卫星网络切换研究值得关注的问题进行了展望,为后续相关研究提供解决思路。 展开更多
关键词 低地球轨道卫星网络 切换判决 多属性决策
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A DISTRIBUTED QOS ROUTING BASED ON ANT ALGORITHM FOR LEO SATELLITE NETWORK 被引量:7
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作者 Xu Hui Huang Fei Wu Shiqi 《Journal of Electronics(China)》 2007年第6期765-771,共7页
Low Earth Orbit (LEO) satellites provide short round-trip delays and are becoming in- creasingly important. One of the challenges in LEO satellite networks is the development of specialized and efficient routing algor... Low Earth Orbit (LEO) satellites provide short round-trip delays and are becoming in- creasingly important. One of the challenges in LEO satellite networks is the development of specialized and efficient routing algorithms. To satisfy the QoS requirements of multimedia applications, satellite routing protocols should consider handovers and minimize their effect on the active connections. A distributed QoS routing scheme based on heuristic ant algorithm is proposed for satisfying delay bound and avoiding link congestion. Simulation results show that the call blocking probabilities of this al- gorithm are less than that of Shortest Path First (SPF) with different delay bound. 展开更多
关键词 卫星通信 通信技术 设计方案 通信理论
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Core-based Shared Tree Multicast Routing Algorithms for LEO Satellite IP Networks 被引量:6
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作者 Cheng Lianzhen Zhang Jun Liu Kai 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2007年第4期353-361,共9页
A new core-based shared tree algorithm, viz core-cluster combination-based shared tree (CCST) algorithm and the weighted version (i.e. w-CCST algorithm) are proposed in order to resolve the channel resources waste... A new core-based shared tree algorithm, viz core-cluster combination-based shared tree (CCST) algorithm and the weighted version (i.e. w-CCST algorithm) are proposed in order to resolve the channel resources waste problem in typical source-based multicast routing algorithms in low earth orbit (LEO) satellite IP networks. The CCST algorithm includes the dynamic approximate center (DAC) core selection method and the core-cluster combination multicast route construction scheme. Without complicated onboard computation, the DAC method is uniquely developed for highly dynamic networks of periodical and regular movement. The core-cluster combination method takes core node as the initial core-cluster, and expands it stepwise to construct an entire multicast tree at the lowest tree cost by a shortest path scheme between the newly-generated core-cluster and surplus group members, which results in great bandwidth utilization. Moreover, the w-CCST algorithm is able to strike a balance between performance of tree cost and that of end-to-end propagation delay by adjusting the weighted factor to meet strict end-to-end delay requirements of some real-time multicast services at the expense of a slight increase in tree cost. Finally, performance comparison is conducted between the proposed algorithms and typical algorithms in LEO satellite IP networks. Simulation results show that the CCST algorithm significantly decreases the average tree cost against to the others, and also the average end-to-end propagation delay ofw-CCST algorithm is lower than that of the CCST algorithm. 展开更多
关键词 satellite IP networks leo multicast routing shared tree CORE
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Reliability Evaluation of All-User Terminals in LEO Satellite Communication Network Based on Modular Reduction 被引量:2
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作者 Yangyang Du Sifeng Liu +1 位作者 Zhigeng Fang Su Gao 《China Communications》 SCIE CSCD 2022年第2期235-246,共12页
LEO satellite communication network has a large number of satellites distributed in low orbits,which leads to multiple coverage of many areas on the ground.It is hard work to describe and evaluate the reliability of L... LEO satellite communication network has a large number of satellites distributed in low orbits,which leads to multiple coverage of many areas on the ground.It is hard work to describe and evaluate the reliability of LEO satellite communication network.To solve this problem,the reliability of all-user terminals in LEO satellite communication network is defined,and the corresponding reliability evaluation method is proposed in the paper.Due to the large scale of the interstellar network,a modular reduction algorithm using the modular network instead of the original network for state decomposition is proposed in this paper.Case study shows that the calculation time of the proposed method is equivalent to 6.28%of the original state space decomposition algorithm.On this basis,the reliability of LEO satellite communication network is further analyzed.It is found that the reliability of LEO satellite network was more sensitive to the reliability of Inter-Satellite link and the satisfaction of global coverage in the early stage,and it is more sensitive to the reliability of the satellite in the later stage.The satellite-ground link has a relatively constant impact on of LEO satellite network. 展开更多
关键词 reliability evaluation leo satellite communication network modular approach full probability formula all-user terminals
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A Discrete-Time Traffic and Topology Adaptive Routing Algorithm for LEO Satellite Networks 被引量:5
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作者 Wenjuan Jiang Peng Zong 《International Journal of Communications, Network and System Sciences》 2011年第1期42-52,共11页
“Minimizing path delay” is one of the challenges in low Earth orbit (LEO) satellite network routing algo-rithms. Many authors focus on propagation delays with the distance vector but ignore the status information an... “Minimizing path delay” is one of the challenges in low Earth orbit (LEO) satellite network routing algo-rithms. Many authors focus on propagation delays with the distance vector but ignore the status information and processing delays of inter-satellite links. For this purpose, a new discrete-time traffic and topology adap-tive routing (DT-TTAR) algorithm is proposed in this paper. This routing algorithm incorporates both inher-ent dynamics of network topology and variations of traffic load in inter-satellite links. The next hop decision is made by the adaptive link cost metric, depending on arrival rates, time slots and locations of source-destination pairs. Through comprehensive analysis, we derive computation formulas of the main per-formance indexes. Meanwhile, the performances are evaluated through a set of simulations, and compared with other static and adaptive routing mechanisms as a reference. The results show that the proposed DT-TTAR algorithm has better performance of end-to-end delay than other algorithms, especially in high traffic areas. 展开更多
关键词 leo Satellite network DISCRETE-TIME TRAFFIC and Topology Adaptive Routing (DT-TTAR) Algorithm END-TO-END Delay TRAFFIC Distribution SNAPSHOT
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A distributed routing algorithm based-on simplified topology in LEO satellite networks 被引量:2
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作者 曾媛 Liang Xuwen Li Yong 《High Technology Letters》 EI CAS 2010年第2期117-123,共7页
关键词 分布式路由算法 低地球轨道 网络拓扑 轨道卫星 低轨卫星网络 排队延迟 马尔可夫链 OPNET
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Research on handover algorithm to reduce the blocking probability in LEO satellite network 被引量:1
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作者 Chen Bingcai Zhang Naitong +1 位作者 Nie Boxun Zhou Tingxian 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2006年第1期30-36,共7页
Based on the characteristics of guaranteed handover (GH) algorithm, the finite capacity in one system makes the blocking probability (PB) of GH algorithm increase rapidly in the case of high traffic losd. So, when... Based on the characteristics of guaranteed handover (GH) algorithm, the finite capacity in one system makes the blocking probability (PB) of GH algorithm increase rapidly in the case of high traffic losd. So, when large amounts of multimedia services are transmitted via a single low earth orbit (LEO) satellite system, the PB of it is much higher. In order to solve the problem, a novel handover scheme defined by multi-tier optimal layer selection is proposed. The scheme sufficiently takes into account the characteristics of double-tier satellite network, which is constituted by LEO satellites combined with medium earth orbit (MEO) satellites, and the multimedia transmitted by such network, so it can augment this systematic capacity and effectively reduces the traffic loed in the LEO which performs GH algorithm. The detailed processes are also presented. The simulation and numerical results show that the approach integrated with GH algorithm achieves a significant improvement in the PB and practicality, as compared to the single LEO layer network. 展开更多
关键词 satellite handover double-tier satellite network leo MEO GH algorithm multi-tier optimal layer selection.
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A QoS Guarantee Service Serving Model in LEO Satellite Networks Based on Differential Game
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作者 LIU Qian ZHAO Ming LIN Fuhong 《China Communications》 SCIE CSCD 2014年第A02期128-134,共7页
关键词 leo卫星网络 服务模式 QOS保障 博弈 微分 低地球轨道 存储空间 多媒体服务
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A Model for the Handover Traffic and Channel Occupancy Timein LEO Satellite Networks
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作者 WangJingyu YaoYongyang 《通信学报》 EI CSCD 北大核心 1995年第4期14-18,共5页
AModelfortheHandoverTrafficandChannelOccupancyTimeinLEOSatelliteNetworksWangJingyu;YaoYongyang(ChinaAcademyo... AModelfortheHandoverTrafficandChannelOccupancyTimeinLEOSatelliteNetworksWangJingyu;YaoYongyang(ChinaAcademyofTelecommunicatio... 展开更多
关键词 低地球轨道卫星网络 交换 信道占据时间
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A multi-path routing algorithm of LEO satellite networks based on an improved ant colony system 被引量:1
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作者 王厚天 Zhang Qi +3 位作者 Xin Xiangjun Tao Ying Chen Dong Liu Naijin 《High Technology Letters》 EI CAS 2014年第3期253-260,共8页
Geography rectangle is used to reduce signaling overhead of the LEO satellite networks.Moreover,a multi-path routing algorithm based on an improved ant colony system(MPRA-AC) is proposed.Matrix indicating the importan... Geography rectangle is used to reduce signaling overhead of the LEO satellite networks.Moreover,a multi-path routing algorithm based on an improved ant colony system(MPRA-AC) is proposed.Matrix indicating the importance of the link between satellites is introduced into MPRA-AC in order to find the optimal path more quickly.Simulation results show that MPRA-AC reduces the number of iterations to achieve a satisfactory solution.At the same time,the packet delivery ratio of LEO satellite networks when running MPRA-AC and DSR-LSN(dynamic source routing algorithm for LEO satellite networks) is compared.The packet delivery ratio is about 7.9%lower when running DSR-LSN.Moreover,because of the mechanism of active load balancing of MPRA-AC,simulation results show that MPRA-AC outperforms DSR-LSN in link utilization when data packets are transmitted in the networks. 展开更多
关键词 低轨卫星网络 路由算法 蚁群系统 多路径 leo卫星网络 链路利用率 基础 网络运行
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A Handover Strategy in the LEO Satellite-Based Constellation Networks with ISLs
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作者 LIU Gang GOU Dingyong WU Shiqi(School of Communication and Information Engineering,UESTC Chengdu 610054 China) 《Journal of Electronic Science and Technology of China》 2003年第1期22-28,共7页
A new handover strategy named minimal-hops handover(MHH) strategy for the lowearth orbit(LEO) satellite constellations networks equipped with inter-satellite links(ISLs) is proposed.MHH strategy,which is based on the ... A new handover strategy named minimal-hops handover(MHH) strategy for the lowearth orbit(LEO) satellite constellations networks equipped with inter-satellite links(ISLs) is proposed.MHH strategy,which is based on the hops of the end-to-end connection paths and makes good use of theregularity of the constellation network topology,can appropriately combine the handover procedure withrouting and efficiently solve the inter-satellite handover issue.Moreover,MHH strategy can providequality of services(QoS) guarantees to some extent.The system performances of the MHH strategy,suchas time propagation delay and handover frequency,are evaluated and compared with that of otherprevious strategies.The simulation results show that MHH strategy performs better than other previoushandover strategies. 展开更多
关键词 low earth orbit(leo)satellite-based constellation networks time propagation delay quality of services(QoS) inter-satellite link(ISL) inter-satellite handover
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PACKET ROUTING ALGORITHM FOR LEO SATELLITE CONSTELLATION NETWORK
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作者 WangKaidong TianBin YiKechu 《Journal of Electronics(China)》 2005年第1期77-84,共8页
A novel distributed packet routing algorithm for Low Earth Orbit (LEO) satellite networks based on spiderweb topology is presented. The algorithm gives the shortest path with very low computational complexity and with... A novel distributed packet routing algorithm for Low Earth Orbit (LEO) satellite networks based on spiderweb topology is presented. The algorithm gives the shortest path with very low computational complexity and without on-board routing tables, which is suitable and practical for on-board processing. Simulation results show its practicability and feasibility. 展开更多
关键词 分组路由选择 近地轨道 卫星通信 宽带卫星网 蛛网拓扑
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M-DRL的低轨道卫星网络计算卸载和任务迁移
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作者 徐飞 宁辛 +2 位作者 安朔 申奥祥 王泽轩 《西安工业大学学报》 CAS 2024年第3期395-404,共10页
针对无人机网络高时延、低性能、有限带宽、难以解决复杂计算任务问题,提出了一种将低地球轨道卫星和移动边缘计算技术结合形成的MEC辅助LEO卫星网络计算卸载和任务迁移方法。首先通过建立本地计算模型、卸载模型和迁移模型,确定目标优... 针对无人机网络高时延、低性能、有限带宽、难以解决复杂计算任务问题,提出了一种将低地球轨道卫星和移动边缘计算技术结合形成的MEC辅助LEO卫星网络计算卸载和任务迁移方法。首先通过建立本地计算模型、卸载模型和迁移模型,确定目标优化成本函数。然后为降低模型复杂度,引入多智能体深度强化学习模型,利用多智能体双延迟深度确定性策略梯度(MATD3)算法求解优化问题,降低系统总时延。仿真结果表明,与本地计算及随机迁移算法相比,MATD3算法的任务处理时延分别降低94.55%和83.02%,证明了MATD3算法在计算卸载和任务迁移方面的有效性和可靠性。 展开更多
关键词 leo卫星网络 移动边缘计算 MATD3算法 计算卸载 卫星通信
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LEO卫星网络海量遥感数据下行的负载均衡多径路由算法 被引量:9
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作者 刘沛龙 陈宏宇 +3 位作者 魏松杰 程浩 李帅 汪骏勇 《通信学报》 EI CSCD 北大核心 2017年第A01期135-142,共8页
LEO卫星网络能够为各类用户提供全球无缝实时数据通信,近年来得到了快速发展。与此同时,空间数据源如遥感卫星的海量载荷数据下行体制依旧采用传统的存储转发方式,如果将此类卫星接入配有星间链路的LEO卫星网络,可以有效提高空间任务数... LEO卫星网络能够为各类用户提供全球无缝实时数据通信,近年来得到了快速发展。与此同时,空间数据源如遥感卫星的海量载荷数据下行体制依旧采用传统的存储转发方式,如果将此类卫星接入配有星间链路的LEO卫星网络,可以有效提高空间任务数据的实时性。但是需要为这种应用需求设计专门的卫星网络负载均衡路由算法。针对视频卫星实时直播的应用场景,设计了一套并行链路不相交多径路由算法SPEMR。OPNET仿真结果表明SPEMR实现的多径方案的性能劣化指数为0.32,仅为TLR路由协议的32%,传统DSP方案的21%,具有相对更强的实时传输海量数据的能力。 展开更多
关键词 leo 卫星网络 多径 遥感 路由
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基于多目标决策的LEO卫星网络多业务路由算法 被引量:13
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作者 杨力 孙晶 +1 位作者 潘成胜 邹启杰 《通信学报》 EI CSCD 北大核心 2016年第10期25-32,共8页
针对低轨(LEO,low earth orbit)卫星网络中,链路资源利用不均衡以及差异化业务的服务质量(Qo S,quality of service)要求难以满足,容易导致网络整体运行效率降低的问题,提出了一种基于多目标决策的路由算法。将LEO卫星网络传输的业务定... 针对低轨(LEO,low earth orbit)卫星网络中,链路资源利用不均衡以及差异化业务的服务质量(Qo S,quality of service)要求难以满足,容易导致网络整体运行效率降低的问题,提出了一种基于多目标决策的路由算法。将LEO卫星网络传输的业务定义为时延敏感、带宽敏感和可靠性敏感3类,采用本征向量法计算业务权值,并利用一致性比率判定所得权值可被接受,进一步,基于多目标决策理论,结合卫星网络节点与链路的实际状态与业务的具体要求,计算满足业务Qo S需求的路径,从而实现LEO卫星网络的多目标动态优化路由。建立基于铱星网络系统的仿真实验平台,模拟网络时延、剩余带宽和误分组率等不确定特征,为随机产生的3类业务进行路由规划,仿真结果表明,算法在满足Qo S约束的同时,能有效地均衡卫星链路的业务负载,而且在吞吐量等方面的性能均有较明显提升。 展开更多
关键词 leo卫星网络 QOS路由算法 多目标决策
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多业务LEO卫星网络中最优呼叫允许控制及切换管理策略 被引量:6
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作者 丁丁 马东堂 +1 位作者 魏急波 王国玉 《电子与信息学报》 EI CSCD 北大核心 2010年第7期1559-1563,共5页
该文针对多业务条件下的LEO(Low-Earth-Orbit)卫星网络,提出了一种新的基于最优多门限信道预留(OMTCR)的呼叫允许控制(CAC)及切换管理策略,建立了评价LEO卫星网络连接级QoS性能的理论分析模型框架。借鉴经济学"收益函数"的概... 该文针对多业务条件下的LEO(Low-Earth-Orbit)卫星网络,提出了一种新的基于最优多门限信道预留(OMTCR)的呼叫允许控制(CAC)及切换管理策略,建立了评价LEO卫星网络连接级QoS性能的理论分析模型框架。借鉴经济学"收益函数"的概念分别建立了无QoS约束和有QoS约束的系统收益目标优化模型,求解在给定系统参数和输入业务条件下OMTCR的最优门限参数矢量。仿真结果表明OMTCR能够在不同用户QoS要求和系统收益目标的多业务环境下获得比传统CS(Completely Sharing)策略及GC(Guard Channel)策略更好的性能。 展开更多
关键词 leo卫星网络 CAC和切换管理机制 信道预留 收益函数 服务质量
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