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Multi-QoS routing algorithm based on reinforcement learning for LEO satellite networks 被引量:1
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作者 ZHANG Yifan DONG Tao +1 位作者 LIU Zhihui JIN Shichao 《Journal of Systems Engineering and Electronics》 2025年第1期37-47,共11页
Low Earth orbit(LEO)satellite networks exhibit distinct characteristics,e.g.,limited resources of individual satellite nodes and dynamic network topology,which have brought many challenges for routing algorithms.To sa... Low Earth orbit(LEO)satellite networks exhibit distinct characteristics,e.g.,limited resources of individual satellite nodes and dynamic network topology,which have brought many challenges for routing algorithms.To satisfy quality of service(QoS)requirements of various users,it is critical to research efficient routing strategies to fully utilize satellite resources.This paper proposes a multi-QoS information optimized routing algorithm based on reinforcement learning for LEO satellite networks,which guarantees high level assurance demand services to be prioritized under limited satellite resources while considering the load balancing performance of the satellite networks for low level assurance demand services to ensure the full and effective utilization of satellite resources.An auxiliary path search algorithm is proposed to accelerate the convergence of satellite routing algorithm.Simulation results show that the generated routing strategy can timely process and fully meet the QoS demands of high assurance services while effectively improving the load balancing performance of the link. 展开更多
关键词 low Earth orbit(LEO)satellite network reinforcement learning multi-quality of service(qos) routing algorithm
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Performance analysis of QoS routing protocol for WiMedia networks
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作者 JUNG Jin-uk JIN Kyo-hong +1 位作者 HWANG Min-tae JEON Young-ae 《Journal of Central South University》 SCIE EI CAS 2012年第12期3468-3474,共7页
Though the WiMedia supports higher data rates than other WPAN technologies,a WiMedia device cannot reach other devices that are separated from it by more than 10 m,which is the typical limited transmission range of th... Though the WiMedia supports higher data rates than other WPAN technologies,a WiMedia device cannot reach other devices that are separated from it by more than 10 m,which is the typical limited transmission range of the WiMedia protocol.In this work,we propose a multi-hop QoS routing protocol to enable WiMedia devices to transmit real-time data to devices that are located out of the transmission range.The proposed routing protocol is a hybrid algorithm,which mixes the table-driven and on-demand routing algorithms,searching one or more routes according to the number of hops to a destination device.WiMedia MAC is potentially capable of learning the existence of neighbor devices by using a beacon frame.By utilizing the neighbors' information,all devices can create routing entries for devices within 2-hops periodically.For devices beyond the 2-hop range,the newly designed on-demand routing algorithm is applied to multi-hop routing.If a routing entry for a destination device is not listed in the routing table,the source device sends a request packet to 2-hop range devices which could be found in the routing table.Since every device maintains routing entries for 2-hop range devices in the routing table,the request packet is replied in advance before its arrival at the destination device.Also,to decide the optimal route for a destination device,the number of medium access slots(MASs),received signal strength indicator(RSSI)and hop count are utilized to establish a QoS-enabled routing table.We perform ns-2 simulation to investigate the performance of the proposed routing protocol with AODV and DSDV.The simulation results show that the proposed protocol has better throughput and lower overhead than other protocols. 展开更多
关键词 WIMEDIA WPAN multi-hop routing protocol qos hybrid routing protocol
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Distributed QoS multicast routing protocol in ad hoc networks 被引量:1
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作者 Sun Baolin Li Layuan 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2006年第3期692-698,共7页
Quality of service (QoS) routing and multicasting protocols in ad hoc networks are face with the challenge of delivering data to destinations through multihop routes in the presence of node movements and topology ch... Quality of service (QoS) routing and multicasting protocols in ad hoc networks are face with the challenge of delivering data to destinations through multihop routes in the presence of node movements and topology changes. The multicast routing problem with multiple QoS constraints is discussed, which may deal with the delay, bandwidth and cost metrics, and describes a network model for researching the ad hoc networks QoS multicast routing problem. It presents a distributed QoS multicast routing protocol (DQMRP). The proof of correctness and complenty analysis of the DQMRP are also given. Simulation results show that the multicast tree optimized by DQMRP is better than other protocols and is fitter for the network situations with frequently changed status and the realtime multimedia application. It is an available approach to multicast routing decision with multiple QoS constraints. 展开更多
关键词 ad hoc network multicast routing routing protocol qos.
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QoS-aware multicast routing protocol for Ad hoc networks
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作者 Sun Baolin Li Layuan 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2006年第2期417-422,共6页
Ad hoe wireless networks consist of mobile nodes interconnected by multihop communication paths. Unlike conventional wireless networks, ad hoc networks have no fixed network infrastructure or administrative support. D... Ad hoe wireless networks consist of mobile nodes interconnected by multihop communication paths. Unlike conventional wireless networks, ad hoc networks have no fixed network infrastructure or administrative support. Due to bandwidth constraint and dynamic topology of mobile ad hoc networks, supporting Quality of Service (QoS) is an inherently complex, difficult issue and very important research issue. MAODV (Multicast Ad hoc Ondemand Distance Vector) routing protocol provides fast and efficient route establishment between mobile nodes that need to communicate with each other. MAODV has minimal control overhead and route acquisition latency. In addition to unicast routing, MAODV supports multicast and broadcast as well. The multicast routing problem with multiple QoS constraints, which may deal with the delay, bandwidth and packet loss measurements is discussed, and a network model for researching the ad hoc network QoS multicast routing problem is described. It presents a complete solution for QoS multicast routing based on an extension of the MAODV routing protocol that deals with delay, bandwidth and packet loss mesurements. The solution is based on lower layer specifics. Simulation results show that, with the proposed QoS multicast routing protocol, end-to-end delay, bandwidth and packet loss on a route can be improved in most of cases. It is an available approach to multicast routing decision with multiple QoS constraints. 展开更多
关键词 multieast routing routing protocol qos AODV MAODV.
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QoS multicast routing algorithm based on GA 被引量:10
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作者 李腊元 李春林 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2004年第1期90-97,共8页
The multicast routing problem with multiple QoS constraints in networks with uncertain parameters is discussed, and a network model that is suitable to research such QoS multicast routing problem is described. The QMR... The multicast routing problem with multiple QoS constraints in networks with uncertain parameters is discussed, and a network model that is suitable to research such QoS multicast routing problem is described. The QMRGA, a multicast routing policy for Internet, mobile network or other highperformance networks is mainly presented, which is based on the genetic algorithm(GA), and can provide QoSsensitive paths in a scalable and flexible way in the network environment with uncertain parameters. The QMRGA can also optimize the network resources such as bandwidth and delay, and can converge to the optimal or nearoptimal solution within few iterations, even for the network environment with uncertain parameters. The incremental rate of computational cost can be close to a polynomial and is less than exponential rate. The performance measures of the QMRGA are evaluated by using simulations. The results show that QMRGA provides an available approach to QoS multicast routing in network environment with uncertain parameters. 展开更多
关键词 multicast routing qos genetic algorithm network with uncertain parameters
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Anycast service model and its QoS routing algorithm 被引量:10
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作者 WANG Jian xin, CHEN Song qiao, CHEN Jian er (College of Information Science and Engineering, Central South University, Changsha 410083, China) 《Journal of Central South University of Technology》 2001年第2期135-139,共5页
In the Internet, a group of replicated servers is commonly used in order to improve the scalability of network service. Anycast service is a new network service that can improve network load distribution and simplify ... In the Internet, a group of replicated servers is commonly used in order to improve the scalability of network service. Anycast service is a new network service that can improve network load distribution and simplify certain applications. In this paper, the authors described a simple anycast service model in the Internet without significant affecting the routing and protocol processing infrastructure that was already in place, and proposed an anycast QoS routing algorithm for this model. The algorithm used randomized method to balance network load and improve its performance. Several new techniques are proposed in the algorithm, first, theminimum hops for each node are used in the algorithm, which are used as metric for computing the probability of possible out links. The metric is pre computed for each node in the network, which can simplify the network complexity and provide the routing process with useful information. Second, randomness is used at the link level and depends dynamically on the routing configuration. This provides great flexibility for the routing process, prevents the routing process from overusing certain fixed routing paths, and adequately balances the delay of the routing path. the authors assess the quality of QoS algorithm in terms of the acceptance ratio on anycast QoS requests, and the simulation results on a variety of network topologies and on various parameters show that the algorithm has good performances and can balance network load effectively. 展开更多
关键词 qos anycast service network routing randomized algorithm
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An efficient QoS routing algorithm for multi-constrained path selection 被引量:1
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作者 王建新 彭革刚 +1 位作者 陈松乔 陈建二 《Journal of Central South University of Technology》 2003年第2期151-154,共4页
An efficient QoS routing algorithm was proposed for multiple constrained path selection. Making use of efficient pruning policy, the algorithm reduces greatly the size of search space and the computing time. Although ... An efficient QoS routing algorithm was proposed for multiple constrained path selection. Making use of efficient pruning policy, the algorithm reduces greatly the size of search space and the computing time. Although the proposed algorithm has exponential time complexity in the worst case, it can get the running results quickly in practical application. When the scale of network increases, the algorithm can efficiently control the size of search space by constraint conditions and prior queue. The results of simulation show that successful request ratio ( r ) of efficient algorithm for multi-constrained optimal path (EAMCOP) is better than that of heuristic algorithm for multi-constrained optimal path (H-MCOP), but average computing time ( t ) of EAMCOP is far less than that of H-MCOP. And it can be seen that the computing time of EAMCOP is only one fourth of that of H-MCOP in Advanced Research Projects Agency Network (ARPANet) topology. 展开更多
关键词 qos routing MULTIPLE CONSTRAINT PATH SELECTION algorithm
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IP/DWDM光Internet中的一种公平智能QoS组播路由机制
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作者 王兴伟 刘聪 +1 位作者 崔建业 黄敏 《计算机科学》 CSCD 北大核心 2005年第10期31-33,共3页
QoS(QualityofService)与组播是IP/DWDM光Internet中应该具备的基本能力。本文研究了IP/DWDM光Internet中的公平智能QoS组播路由机制。在所提出的机制中,QoS需求的区间表示形式体现了对柔性与异构QoS的支持;根据微观经济学理论,建立基于... QoS(QualityofService)与组播是IP/DWDM光Internet中应该具备的基本能力。本文研究了IP/DWDM光Internet中的公平智能QoS组播路由机制。在所提出的机制中,QoS需求的区间表示形式体现了对柔性与异构QoS的支持;根据微观经济学理论,建立基于Kelly/PSP模型的定价策略,体现组间公平性;使用下游链路均分方法在组成员之间分摊费用,体现组内公平性;基于点火耦合神经网络,建立智能QoS组播路由算法。以上各方面有机结合,构成IP/DWDM光Internet中的公平智能QoS组播路由机制。仿真结果表明,该机制是可行和有效的。 展开更多
关键词 IP/DWDM光internet qos组播 路由 公平性 神经网络 微观经济学 internet qos组播 路由机制 智能 耦合神经网络 组播路由算法 微观经济学 基本能力 表示形式
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Internet QoS路由与业务工程 被引量:1
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作者 荆瑞泉 《电信科学》 北大核心 1999年第11期22-24,共3页
本文阐述了传统IP路由协议存在的问题。回顾了QoS路由技术在电路交换网络,ATM 网络和IP网络中的演进与应用。论述了业务工程在Internet 中的基本功能,以及与之相关的约束路由和MPLS技术。
关键词 internet qos路由 计算机网络 业务工程
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移动无线Internet中的公平QoS组播路由机制
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作者 王兴伟 李华光 +1 位作者 张春蕾 黄敏 《计算机工程》 CAS CSCD 北大核心 2005年第20期41-43,共3页
提出一种公平QoS组播路由机制,包括初始QoS组播路由树建立算法、节点加入/退出/切换机制以及树重构机制,从路由角度支持公平性的实现。仿真研究表明,该机制是可行和有效的。
关键词 移动无线internet 公平性 qos 组播 路由
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IP/DWDM光Internet中一种演化一单纯形QoS组播路由算法
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作者 王兴伟 高楠 +1 位作者 吴铁艳 黄敏 《计算机科学》 CSCD 北大核心 2006年第4期19-21,共3页
本文设计了一种 IP/DWDM 光 Internet 中的 QoS 组播路由算法。在给定用户请求的情况下,基于演化-单纯形算法构造带宽、延迟、延迟抖动与出错率受限且费用优化的 QoS 组播路由树,兼顾网络负载均衡。仿真结果表明,该算法是可行和有效的,... 本文设计了一种 IP/DWDM 光 Internet 中的 QoS 组播路由算法。在给定用户请求的情况下,基于演化-单纯形算法构造带宽、延迟、延迟抖动与出错率受限且费用优化的 QoS 组播路由树,兼顾网络负载均衡。仿真结果表明,该算法是可行和有效的,明显优于基于传统遗传算法的 QoS 组播路由算法。 展开更多
关键词 IP/DWDM光internet qos 组播 路由 演化单纯形算法
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卫星Internet中一种QoS组播路由机制
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作者 易秀双 王琦 +1 位作者 黄敏 王兴伟 《东北大学学报(自然科学版)》 EI CAS CSCD 北大核心 2008年第6期819-821,833,共4页
考虑了卫星Internet拓扑变化的可预测性和组播应用的服务质量QoS(quality of service)需求,设计了一种QoS组播路由机制.给出了卫星Internet中QoS组播路由问题模型及其数学描述,引入拉格朗日松弛,设定适应度函数,使用PRIM算法,基于次梯... 考虑了卫星Internet拓扑变化的可预测性和组播应用的服务质量QoS(quality of service)需求,设计了一种QoS组播路由机制.给出了卫星Internet中QoS组播路由问题模型及其数学描述,引入拉格朗日松弛,设定适应度函数,使用PRIM算法,基于次梯度优化,寻找生存周期最大化的QoS组播路由树.基于NS2进行了仿真实现和性能评价.仿真结果表明,同传统的组播路由机制相比,该机制是可行和有效的,提高了QoS组播路由树生存周期,具有良好的性能. 展开更多
关键词 卫星internet qos组播路由 拉格朗日松弛 次梯度优化 PRIM算法
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Internet上多限制条件下的QoS路由算法研究综述
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作者 王建新 彭革刚 陈建二 《计算机科学》 CSCD 北大核心 2002年第8期59-62,共4页
1 引言目前的Internet网络中,一个会话的数据分组可以通过不同的传输路径到达目的节点,而且不同任务分组公平地共享网络资源,例如,链路带宽、交换缓冲区等。这种结构不能支持多媒体数据和实时数据传输。多媒体业务需求的日益增长推动了... 1 引言目前的Internet网络中,一个会话的数据分组可以通过不同的传输路径到达目的节点,而且不同任务分组公平地共享网络资源,例如,链路带宽、交换缓冲区等。这种结构不能支持多媒体数据和实时数据传输。多媒体业务需求的日益增长推动了现有多媒体应用的进一步发展,这也对新一代网络提出了新的要求。服务质量(QoS,Quality of Services)的概念已经用于定量和定性地描述服务的提供者和服务的接受者之间协商的服务性能。服务质量可以由一些特定的参数来描述,服务的提供者允许服务的使用者在建立连接时对各种服务参数指定希望的、可接受的最低限度值。 展开更多
关键词 internet qos 路由算法 服务质量 计算机网络
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IP/DWDM光Internet中智能QoS组播路由算法
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作者 王兴伟 吴铁艳 +1 位作者 刘聪 黄敏 《计算机工程》 CAS CSCD 北大核心 2006年第10期169-171,共3页
提出了一种IP/DWDM光Internet中基于蚁群算法的智能QoS组播路由算法。给定QoS组播请求与用户延迟需求区间,提出的算法寻找一棵基于柔性QoS的成本近优组播路由树。它基于蚁群算法来构造组播路由树,并基于波长图思想对组播路由树进行波长... 提出了一种IP/DWDM光Internet中基于蚁群算法的智能QoS组播路由算法。给定QoS组播请求与用户延迟需求区间,提出的算法寻找一棵基于柔性QoS的成本近优组播路由树。它基于蚁群算法来构造组播路由树,并基于波长图思想对组播路由树进行波长分配,一体化考虑组播路由选择和波长分配问题,同时还考虑了IP/DWDM光Internet中的负载均衡问题。仿真研究表明,算法是可行和有效的。 展开更多
关键词 IP/DWDM光internet qos 组播 路由 蚁群算法
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Internet中一种基于遗传算法的QoS路由选择策略 被引量:60
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作者 何小燕 费翔 +1 位作者 罗军舟 吴介一 《计算机学报》 EI CSCD 北大核心 2000年第11期1171-1178,共8页
随着 Internet上支持的多种服务类别对 Qo S需求的增长 ,高效的 Qo S支持显得越来越重要 .路由机制是实现 Qo S保证的关键之一 ,应将路由选择与 Qo S相关联 .文中给出了 Qo S路由选择问题的描述 ,提出了在单点投递 (unicast)和多点投递 ... 随着 Internet上支持的多种服务类别对 Qo S需求的增长 ,高效的 Qo S支持显得越来越重要 .路由机制是实现 Qo S保证的关键之一 ,应将路由选择与 Qo S相关联 .文中给出了 Qo S路由选择问题的描述 ,提出了在单点投递 (unicast)和多点投递 (multicast)情况下 ,利用遗传算法 (genetic algorithm)解决受多个 Qo S约束的路由选择策略 ,并对这两种情况进行了仿真 ,结果表明该策略是可行的和有效的 . 展开更多
关键词 internet 遗传算法 路上选择 计算机网络
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Multiple constraints-based QoS multicast routing: model and algorithms 被引量:4
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作者 SunBaolin LiLayuan 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2005年第1期187-193,共7页
Constraint-based multicast routing, which aims at identifying a path that satisfies a set of quality of service (QoS) constraints, has became a very important research issue in the areas of networks and distributed sy... Constraint-based multicast routing, which aims at identifying a path that satisfies a set of quality of service (QoS) constraints, has became a very important research issue in the areas of networks and distributed systems. In general, multi-constrained path selection with or without optimization is a NP-complete problem that can not be exactly solved in polynomial time. Hence, accurate constraints-based routing algorithms with a fast running time are scarce, perhaps even non-existent. The expected impact of such a constrained-based routing algorithm has resulted in the proposal of numerous heuristics and a few exact QoS algorithms. This paper aims to give a thorough, concise and fair evaluation of the most important multiple constraint-based QoS multicast routing algorithms known today, and it provides a descriptive overview and simulation results of these multi-constrained routing algorithms. 展开更多
关键词 multicast routing algorithm multiple constraints qos routing NP-complete.
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基于常青藤算法的移动自组网QoS路由协议
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作者 张宇 郭志强 +2 位作者 王彩莲 王竹 张晓宁 《火力与指挥控制》 北大核心 2025年第5期111-116,123,共7页
针对移动自组网QoS路由中的路由开销大、易陷入局部最优解问题,提出一种基于常青藤算法的移动自组网QoS路由协议(IVY-QRA)。该协议引入多约束QoS指标和优化目标函数,利用目标函数修改常青藤算法的位置更新规则,使常青藤朝着目标函数更... 针对移动自组网QoS路由中的路由开销大、易陷入局部最优解问题,提出一种基于常青藤算法的移动自组网QoS路由协议(IVY-QRA)。该协议引入多约束QoS指标和优化目标函数,利用目标函数修改常青藤算法的位置更新规则,使常青藤朝着目标函数更大的方向生长。IVY-QRA在更新位置时,同时更新爬升位置和扩张位置,在路径选择时,综合考虑这两个位置,同时避开接收信号功率低、拥塞的节点,使算法更快收敛在性能良好、稳定的路径上。与现有的QoS路由算法AntHocNet和FQTM进行仿真对比,仿真结果表明,该协议在分组到达率、端到端时延和网络吞吐量方面均优于其他路由算法。 展开更多
关键词 移动自组网 qos路由 多目标优化 常青藤算法 AntHocNet算法
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基于遗传-蚁群优化算法的QoS组播路由算法设计 被引量:8
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作者 史郑延慧 何刚 《科学技术与工程》 北大核心 2024年第11期4626-4632,共7页
为了提高网络路由性能,提出并设计了一种基于遗传-蚁群优化算法的服务质量(quality of service,QoS)组播路由算法。首先,设计了自适应变频采集策略用于采集网络与节点信息,以此获得网络和节点的状态,为后续路由优化提供数据支持;其次,... 为了提高网络路由性能,提出并设计了一种基于遗传-蚁群优化算法的服务质量(quality of service,QoS)组播路由算法。首先,设计了自适应变频采集策略用于采集网络与节点信息,以此获得网络和节点的状态,为后续路由优化提供数据支持;其次,计算路径代价,将路径代价最小作为优化目标,建立QoS组播路由优化模型,并设置相关约束条件;最后,结合遗传算法和蚁群算法提出一种遗传-蚁群优化算法求解上述模型,输出最优路径,完成路由优化。实验结果表明,所提算法可有效降低路径长度与路径代价,提高搜索效率与路由请求成功率,优化后的路由时延抖动较小。 展开更多
关键词 遗传算法 数据采集 qos组播路由优化 蚁群算法 路径代价
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动态QoS多播路由协议 被引量:40
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作者 李腊元 李春林 《电子学报》 EI CAS CSCD 北大核心 2003年第9期1345-1350,共6页
本文主要研讨了具有QoS约束的动态多播路由问题 .文中描述了一种适用于QoS多播路由的网络模型 ,提出了一种动态QoS多播路由协议 (DQMRP) ,该协议能操作在单播路由协议的顶层 ,它只要求网络链路 (或节点 )的局部状态信息 ,不需要维护全... 本文主要研讨了具有QoS约束的动态多播路由问题 .文中描述了一种适用于QoS多播路由的网络模型 ,提出了一种动态QoS多播路由协议 (DQMRP) ,该协议能操作在单播路由协议的顶层 ,它只要求网络链路 (或节点 )的局部状态信息 ,不需要维护全局状态信息 .DQMRP可有效地减少构造一棵多播树的开销 ,多播组成员可动态地加入/退出多播会晤 .该协议可搜索多条可行树枝 ,并能选择一条最优 (或近优 )树枝将新成员连接到多播树 .文中给出了DQMRP的正确性证明和复杂性分析 ,并通过仿真实验验证了该协议的可用性和有效性 . 展开更多
关键词 qos路由 多播路由 协议 动态多播路由 qos约束 NP完全问题
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多QoS约束的多播路由协议 被引量:40
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作者 李腊元 李春林 《软件学报》 EI CSCD 北大核心 2004年第2期286-291,共6页
随着高性能网络、移动网络及Internet的不断发展,具有QoS约束的多播路由技术已成为网络及分布式系统领域的一个重要研究课题.研讨了具有多QoS约束的多播路由问题,其中主要包含延迟、延迟抖动、带宽、代价等QoS约束.描述了一种适应于研究... 随着高性能网络、移动网络及Internet的不断发展,具有QoS约束的多播路由技术已成为网络及分布式系统领域的一个重要研究课题.研讨了具有多QoS约束的多播路由问题,其中主要包含延迟、延迟抖动、带宽、代价等QoS约束.描述了一种适应于研究QoS多播路由的网络模型,提出了一种具有多QoS约束的多播路由协议(multicast routing protocol with multiple QoS,简称MRPMQ).MRPMQ试图有效减少生成多QoS约束的多播树的开销.在MRPMQ中,一个多播组成员能够动态地加入/退出一个多播会晤,且不干扰现有的多播树.给出了该协议的正确性证明和复杂性分析.仿真实验结果表明,MRPMQ为多QoS约束多播路由提供了一种新的有效途径. 展开更多
关键词 多播路由 协议 qos约束 qos路由 NP完全问题
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