Node Localization in Wireless Sensor Networks Based on Quantum Annealing Algorithm and Edge Computing

被引:6
|
作者
Cao, Yong [1 ]
Zhao, Youjie [1 ]
Dai, Fei [1 ]
机构
[1] Southwest Forestry Univ, Sch Big Data & Intelligent Engn, Kunming, Yunnan, Peoples R China
来源
2019 INTERNATIONAL CONFERENCE ON INTERNET OF THINGS (ITHINGS) AND IEEE GREEN COMPUTING AND COMMUNICATIONS (GREENCOM) AND IEEE CYBER, PHYSICAL AND SOCIAL COMPUTING (CPSCOM) AND IEEE SMART DATA (SMARTDATA) | 2019年
关键词
wireless sensor network (WSN); node localization; quantum annealing (QA) algorithm; genetic algorithm (GA); classical simulated annealing (SA);
D O I
10.1109/iThings/GreenCom/CPSCom/SmartData.2019.00112
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Edge computing is a distributed computing paradigm in which computation is largely or completely performed on distributed device nodes. It can be applied in node localization in wireless sensor networks. Classical simulated annealing (SA) and genetic algorithm (GA) are widely used in non-ranging localization of wireless sensor network nodes (WSNN). However, they both have many problems, including 1) easy to fall into local optimum, difficult to achieve global optimum and low localization accuracy; 2) complicated calculation and high energy consumption, etc. In this study, a localization method for WSNN based on quantum annealing (QA) algorithm was proposed by using quantum tunneling effect, in which the energy barrier can be quickly penetrated from local optimum to global optimum, so that the calculation is simplified and the computation speed is increased. The simulation results demonstrated that the proposed algorithm improves the precision and reduces the energy consumption compared with the traditional GA and the classical SA algorithm, making it have wider application prospects.
引用
收藏
页码:564 / 568
页数:5
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