Multiobjective Network Opportunistic Access for Group Mobility in Mobile Internet

被引:9
|
作者
Tao, Ming [1 ]
Dong, Mianxiong [2 ]
Ota, Kaoru [2 ]
He, Zhimin [3 ]
机构
[1] Dongguan Univ Technol, Sch Comp, Dongguan 523808, Peoples R China
[2] Muroran Inst Technol, Dept Informat & Elect Engn, Muroran, Hokkaido 0500071, Japan
[3] South China Agr Univ, Coll Math & Informat, Guangzhou 510642, Guangdong, Peoples R China
来源
IEEE SYSTEMS JOURNAL | 2018年 / 12卷 / 01期
关键词
Genetic algorithm; group mobility; moving direction pattern; multiobjective; network opportunistic access; SELECTION; SCHEME; MANAGEMENT; GAME;
D O I
10.1109/JSYST.2016.2569568
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The integration of existing and emerging heterogeneous wireless networks in mobile Internet is a combination of diverse but complementary wireless access technologies. Satisfying a set of imperative constrains and optimization objectives, access network selection (ANS) for mobile node (MN) is an inherent procedure in mobility management that needs to be solved in a reasonable manner for the whole system to operate in an optimal fashion. However, ANS remains a significant challenge. Because many MNs with distinctive call characteristics are likely to have correlated mobility and may need to perform mobility management at the same time, this paper, with the goal of investigating group mobility solutions, proposes a network opportunistic access for group mobility (NOA-GM) scheme. By analyzing the directional patterns of moving MNs and introducing the idea of opportunistic access, this scheme first identifies underloaded access networks as candidates. Then, the candidates are evaluated using normalized models of objective and subjective metrics. On this basis, the ANS problem for group mobility can be conducted as a multiobjective combination optimization and then transferred to a signal-objective model by considering the optimization of the performance of the whole system as a global goal while still achieving each MN's performance request. Using an improved genetic algorithm with newly designed evolutionary operators to solve the signal-objective model, an optimal result option for ANS for group mobility is achieved. Simulations conducted on the NS-2 platform show that NOA-GM outperforms the compared schemes in several critical performance metrics.
引用
收藏
页码:1024 / 1033
页数:10
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