异构无线网络业务接入多目标优化控制算法

doi:10.3969/j.issn.0372-2112.2016.02.006

电子学报 ›› 2016, Vol. 44 ›› Issue (2): 282-288.DOI: 10.3969/j.issn.0372-2112.2016.02.006

异构无线网络业务接入多目标优化控制算法

盛洁, 马冬

苏州大学城市轨道交通学院, 江苏苏州 215021

收稿日期:2014-06-24 修回日期:2014-10-01 出版日期:2016-02-25 发布日期:2016-02-25
作者简介:盛洁女,1985年生于江苏省扬州市,博士,讲师,主要从事异构无线网络及电力信息传输方面的研究。E-mail:jsheng@suda.edu.cn.
基金资助:
江苏省自然科学基金(No.BK20140359);江苏省高校自然科学研究面上项目(No.15KJB510027);苏州大学青年教师自然科学基金(No.SDY2014A09)

Multi-objective Optimal Based Service Access Control Algorithm for Heterogeneous Wireless Networks

SHENG Jie, MA Dong

School of Urban Railway Transportation, Soochow University, Suzhou, Jiangsu 215021, China

Received:2014-06-24 Revised:2014-10-01 Online:2016-02-25 Published:2016-02-25

摘要/Abstract

摘要：

提出了一种应用于异构无线网络环境的基于多目标优化的业务接入控制算法.该算法以业务占用总资源最少、业务阻塞率最低和网络间负载最均衡为目标建立了多目标优化控制模型,采用高斯和戒上型组合隶属函数将多目标问题模糊化,利用最大化满意度指标法将多目标问题转化为单目标问题,并通过遗传算法求得最优解.仿真结果表明,所提算法能在兼顾各网络资源高效利用的同时,保证业务接入的可靠性,并相对于参考算法有效降低了业务阻塞率.

关键词: 异构无线网络, 接入控制, 负载均衡, 多目标优化控制

Abstract:

Based on multi-objective optimization, a service access control algorithm is proposed, which can be applied to the environment of heterogeneous wireless networks.An optimized multi-objective control model adopting improved membership function is designed, in which the minimum total occupied resources of distribution services, the minimum service blocking rate and the maximum network load balancing degree of each candidate network are taken as objective functions.The objective membership function, composed of gaussian and upper limit functions is used to obscure each objective function, then the fuzzy satisfaction maximum-minimum technique is adopted to reformulated this multi-objective optimization problem into a single objective nonlinear programming problem, and the optimal service access strategy is obtained by genetic algorithm.Simulation results show that the algorithm can guarantee the system resource utilization and the service access reliability, as well as decrease the system call blocking probability compared to the reference algorithms.

Key words: heterogeneous wireless networks, access control, load balancing, multi-objective optimal control

中图分类号:

TN929.5

盛洁, 马冬. 异构无线网络业务接入多目标优化控制算法[J]. 电子学报, 2016, 44(2): 282-288.

SHENG Jie, MA Dong. Multi-objective Optimal Based Service Access Control Algorithm for Heterogeneous Wireless Networks[J]. Acta Electronica Sinica, 2016, 44(2): 282-288.

参考文献

[1] Damnjanovic A,Montojo J,Yongbin Wei,et al.A survey on 3GPP heterogeneous networks[J].IEEE Wireless Communications,2011,18(3):10-21.
[2] 彭木根,王文博,张倩倩,等.异构无线通信系统的协同分集性能研究[J].电子学报,2009,37(1):21-25. PENG Mu-gen,WANG Wen-bo,ZHANG Qian-qian,et al.Performance investigation of cooperative diversity in heterogeneous wireless communication systems[J].Acta Electronica Sinica,2009,37(1):21-25.(in Chinese)
[3] 姜永,陈山枝,胡博.异构无线网络中基于Stackelberg博弈的分布式定价和资源分配算法[J].通信学报,2013,34(1):61-68. Jiang Yong,Chen Shan-zhi,et al.Stackelberg games-based distributed algorithm of pricing and resource allocation in heterogeneous wireless networks[J].Journal on Communications,2013,34(1):61-68.(in Chinese)
[4] Coutinho,Rodolfo W L,Coelho et al.Optimal policy for joint call admission control in next generation wireless networks[A].2010 International Conference on Network and Service Management[C].Texas:Springer-Verlag,2010.214-217.
[5] Guo C,Guo Z,Zhang Q,et al.A seamless and proactive end-end mobility solution for roaming across heterogeneous wireless networks[J].IEEE Journal On Selected Area sin Communications,2008,22(2):834-848.
[6] 李明欣,陈山枝,谢东亮,等.异构无线网络中基于非合作博弈论的资源分配和接入控制[J].软件学报,2010,21(8):2037-2049. LI Mingxin,CHEN Shanzhi,XIE Dongliang,et al.Resource allocation and admission control based on non-cooperation game in heterogeneous wireless networks[J].Journal of Software,2010,21(8):2037-2049.(in Chinese)
[7] 朱思峰,刘芳,戚玉涛,等.异构无线网络中基于免疫计算的联合会话接纳控制[J].电子学报,2011,39(11):2648-2652. ZHU Sifeng,LIU Fang,QI Yutao,et al.Joint call admission control based on immune computing in heterogeneous wireless network[J].Acta Electronica Sinica,2011,39(11):2648-2653.(in Chinese)
[8] 唐良瑞,李文猛,盛洁,等.基于混沌遗传的异构无线网络接入选择策略[J].电子学报,2014,42(8):1564-1570. TANG Liangrui,LI Wenmeng,SHENG Jie,et al.A chaos genetic algorithm based access selection in heterogeneous wireless networks[J].Acta Electronica Sinica,2014,42(8):1564-1570.(in Chinese)
[9] Vinícius de Miranda Rios,Claudio de Castro Monteiro,Vanice Canuto Cunha.Alternatives to network selection in heterogeneous wireless environments[J].ICACT Transactions on the Advanced Communications Technology,2013,2(3):240-252.
[10] 孙卓,刘铁军,张倩倩,等.异构无线分组网络中的接入选择机制[J].系统仿真学报,2008,20(10):2762-2769. SUN Zhuo,LIU Tiejun,ZHANG Qianqian,et al.Radio access selection algorithm in heterogeneous wireless packet networks[J].Journal of System Simulation,2008,20(10):2762-2769.(in Chinese)
[11] Yu Fei,Krishnamurthy V.Optimal joint session admission control in integrated WLAN and CDMA cellular networks with vertical handoff[J].IEEE Trans on Mobile Computing,2007,6(1):126-139.
[12] 胡国强,贺仁睦.梯级水电站多目标模糊优化调度模型及其求解方法[J].电工技术学报,2007,22(1):154-158. Hu Guoqiang,He Renmu.Model and algorithm of multi-objective fuzzy optimal scheduling for cascaded hydroelectric power plant[J].Transactions of China Electrotechnical Society,2007,22(1):154-158.(in Chinese)
[13] 李士勇.工程模糊数学及应用[M].哈尔滨:哈尔滨工业大学出版社,2004.
[14] Swarup K S,Yamashiro S.Unit commitment solution methodology using genetic algorithm[J].IEEE Trans on Power Systems,2002,17(1):87-91.
[15] Dang C Y,Li M Q.Floating-point genetic algorithm for solving the unit commitment problem[J].European Journal of Operational Research,2007,181(3):1370-1395.
[16] 石文孝,范绍帅,王柟,等.基于模糊神经网络的异构无线网络接入选择算法[J].通信学报,2010,31(9):151-156. Shi Wenxiao,Fan Shaoshuai,Wang Nan,et al.Fuzzy neural network based access selection algorithm in heterogeneous wireless network[J].Journal on Communications,2010,31(9):151-156.(in Chinese)
[17] 温斌,林波,刘昀,等.McWiLL宽带无线接入技术及应用[M].北京:人民邮电出版社,2009.
[18] Song Q Y,Jamalipoura A.Network selection in an integrated wireless LAN and UMTS environment using mathematical modeling and computing techniques[J].IEEE Wireless Communications,2005,12(3):42-48.

异构无线网络业务接入多目标优化控制算法

Multi-objective Optimal Based Service Access Control Algorithm for Heterogeneous Wireless Networks

PDF

可视化

摘要/Abstract

引用本文

使用本文

参考文献

相关文章 15

编辑推荐

Metrics

[1]	崔子熙, 胡宇翔, 兰巨龙, 王雨. 基于流分类的数据中心网络负载均衡机制[J]. 电子学报, 2021, 49(3): 559-565.
[2]	王宁远, 刘亮, 陈东, 刘欢, 郝时光. 低轨巨星座多品类业务流低复杂度分段路由方法[J]. 电子学报, 2021, 49(11): 2124-2132.
[3]	江小玉, 李贵洋, 周悦, 胡金平, 李慧. 基于负载均衡的纠删码修复流水线[J]. 电子学报, 2020, 48(5): 930-936.
[4]	徐勇军, 李国权, 陈前斌, 林金朝. 异构无线网络干扰效率最大顽健资源分配算法[J]. 电子学报, 2020, 48(3): 545-553.
[5]	刘焕淋, 胡浩, 陈勇, 杜君丹, 向敏. 联合能耗与负载均衡的虚拟网络映射方法[J]. 电子学报, 2019, 47(12): 2488-2494.
[6]	黄建洋, 兰巨龙, 胡宇翔, 马腾. 一种基于分段路由的多路径流传输机制[J]. 电子学报, 2018, 46(6): 1488-1495.
[7]	马彬, 汪栋, 谢显中. 异构无线网络中新的成本感知网络切换方案[J]. 电子学报, 2018, 46(5): 1227-1233.
[8]	胡涛, 张建辉, 邬江, 何为伟, 江逸茗, 赵伟. SDN中基于分布式决策的控制器负载均衡机制[J]. 电子学报, 2018, 46(10): 2316-2324.
[9]	方馨蔚, 陈庶樵, 江逸茗, 任泽荣. 一种内容中心网络中的热区控制及内容调度缓存算法[J]. 电子学报, 2017, 45(5): 1182-1188.
[10]	陶晓玲, 韦毅, 王勇. 一种基于分层多代理的云计算负载均衡方法[J]. 电子学报, 2016, 44(9): 2106-2113.
[11]	周彦伟, 杨波, 张文政. 异构无线网络可控匿名漫游认证协议[J]. 电子学报, 2016, 44(5): 1117-1123.
[12]	陈丹, 刘卜华, 闫茂德, 李建东, 李长乐. MIMO Ad Hoc网络中基于正交阵列的拓扑未知多址接入协议[J]. 电子学报, 2016, 44(2): 308-318.
[13]	陈丹, 李金丹, 闫茂德, 李建东, 李长乐. MIMO链路Ad Hoc网络中线程化的拓扑未知多址接入协议[J]. 电子学报, 2015, 43(6): 1241-1248.
[14]	赵湘宁. 一种基于信号机制的能量感知地理路由算法[J]. 电子学报, 2015, 43(5): 965-973.
[15]	张鹏, 刘庆云, 谭建龙, 李焱, 杜华明. 流水行云:支持可扩展的并行分布式流处理系统[J]. 电子学报, 2015, 43(4): 639-646.