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基于列生成的毫米波多连接链路配置调度算法
引用本文:王潇潇,孙长印,江帆. 基于列生成的毫米波多连接链路配置调度算法[J]. 国际商务研究, 2020, 60(12)
作者姓名:王潇潇  孙长印  江帆
作者单位:西安邮电大学 通信与信息工程学院,西安 710121
基金项目:国家自然科学基金资助项目(61801382,61871321);国家科技重大专项(ZX201703001012-005);陕西省自然科学基金重点项目(2019JZ-06);陕西省重点产业链项目(2019ZDLGY07-06)
摘    要:多连接技术允许用户同时建立和保持与多个小区/接入点的连接,通过网络元素之间的协调在吞吐量和可靠性方面大幅提高网络性能。针对毫米波通信中超高频段的链路中断问题,研究了多连接基于链路配置的调度算法,以提高链路调度效率,降低复杂度。首先,在系统模型中采用链路配置作为优化变量;其次,设计了多连接比例公平的调度准则;最后,提出一种基于列生成算法的链路配置调度优化算法,利用Dantzig-Wolfe分解将原问题分解为限制主问题和定价问题,并结合分支定界方法获得最优解。仿真结果表明,所提算法能够在数值上逼近全局最优,并且比现有的毫米波蜂窝网络链路调度方案增益平均提高40%以上。

关 键 词:毫米波蜂窝网络  多连接链路配置  列生成算法  比例公平

A Link Configuration Scheduling Algorithm Based on Column Generation for Multi-connection in Millimeter-wave Networks
WANG Xiaoxiao,SUN Changyin,JIANG Fan. A Link Configuration Scheduling Algorithm Based on Column Generation for Multi-connection in Millimeter-wave Networks[J]. International Business Research, 2020, 60(12)
Authors:WANG Xiaoxiao  SUN Changyin  JIANG Fan
Abstract:Multi-connectivity is a solution to drastically increase the network performance in terms of throughput and reliability by coordination among the network elements.It allows the users to establish and maintain connections with multiple cells/access points at the same time.For the problem of link interruption at such high frequency range in millimeter-wave(mmWave) network,this paper studies an algorithm for link configuration scheduling to improve link scheduling efficiency and reduce complexity for multi-connection scheme.Firstly,link configuration is used as an optimization variable in the system model.Secondly,a proportional fair scheduling rule is designed in multi-connection scheme.Finally,an algorithm for link configuration scheduling optimization based on a column generation approach is proposed.The original problem is decomposed into a master problem and pricing problem by using Dantzig-Wolfe decomposition for the algorithm.The proposed algorithm is able to obtain the optimal solution decomposition as well as branch-and-bound method.Simulation results indicate that the proposed algorithm can approach the global optimum numerically and increase the gain by more than 40% over the existing link scheduling scheme in mmWave cellular network.
Keywords:millimeter-wave cellular network  multi-connectivity link configuration  column-generation  proportional fairness
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