基于NSGA-II的无线传感网络簇首选择算法
陈作汉; 曹洁; 赵付青
2019
Source Publication控制与决策
ISSN1001-0920
Volume34Issue:11Pages:2358-2365
Abstract延长网络生命周期是无线传感网络需要解决的主要问题之一,拓扑控制对于延长网络生命周期具有重要意义.针对分簇结构无线传感网络的簇首选择问题,提出一种基于NSGA-II的多目标簇首选择算法.同时考虑网络通信距离、能量消耗、负载均衡以及节点生存时间等多个优化目标,通过理论计算确定最优簇首数量指导种群初始化,引入正交实验机制降低搜索次数,提高寻优效率.实验结果表明,所提出的算法与低功耗自适应层次分簇(LEACH)算法相比,簇首分布均匀、负载均衡,可明显延长网络的生命周期,与标准NSGA-II算法相比,可更好地提高搜索寻优效率.
Keyword无线传感网络 簇首选择 正交实验设计 多目标优化
Indexed ByCSCD
Language中文
WOS Research AreaComputer Science
WOS SubjectCOMPUTER SCIENCE INTERDISCIPLINARY APPLICATIONS
CSCD IDCSCD:6612130
Document Type期刊论文
Identifierhttp://ir.lut.edu.cn/handle/2XXMBERH/75454
Collection计算机与通信学院
国际合作处(港澳台办)
Affiliation兰州理工大学计算机与通信学院, 兰州, 甘肃 730050, 中国
First Author AffilicationColl Comp & Commun
First Signature AffilicationColl Comp & Commun
Recommended Citation
GB/T 7714
陈作汉,曹洁,赵付青. 基于NSGA-II的无线传感网络簇首选择算法[J]. 控制与决策,2019,34(11):2358-2365.
APA 陈作汉,曹洁,&赵付青.(2019).基于NSGA-II的无线传感网络簇首选择算法.控制与决策,34(11),2358-2365.
MLA 陈作汉,et al."基于NSGA-II的无线传感网络簇首选择算法".控制与决策 34.11(2019):2358-2365.
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