典型文献
Sensing Matrix Optimization for Multi-Target Localization Using Compressed Sensing in Wireless Sensor Network
文献摘要：
In the multi-target localization based on Compressed Sensing(CS),the sensing matrix's char-acteristic is significant to the localization accuracy.To improve the CS-based localization approach's per-formance,we propose a sensing matrix optimization method in this paper,which considers the optimiza-tion under the guidance of the t％-averaged mutual coherence.First,we study sensing matrix optimiza-tion and model it as a constrained combinatorial op-timization problem.Second,the t％-averaged mutual coherence is adopted as the optimality index to evalu-ate the quality of different sensing matrixes,where the threshold t is derived through the K-means clustering.With the settled optimality index,a hybrid metaheuris-tic algorithm named Genetic Algorithm-Tabu Local Search(GA-TLS)is proposed to address the combi-natorial optimization problem to obtain the final op-timized sensing matrix.Extensive simulation results reveal that the CS localization approaches using dif-ferent recovery algorithms benefit from the proposed sensing matrix optimization method,with much less localization error compared to the traditional sensing matrix optimization methods.
文献关键词：
中图分类号：
作者姓名：
Xinhua Jiang;Ning Li;Yan Guo;Jie Liu;Cong Wang
作者机构：
College of Communications Engineering,Army Engineering University,Nanjing 210007,China;College of Field Engineering,Army Engineering University,Nanjing 210007,China
文献出处：
引用格式：
[1]Xinhua Jiang;Ning Li;Yan Guo;Jie Liu;Cong Wang-.Sensing Matrix Optimization for Multi-Target Localization Using Compressed Sensing in Wireless Sensor Network)[J].中国通信（英文版）,2022(03):230-244
A类：
metaheuris,natorial
B类：
Sensing,Matrix,Optimization,Multi,Target,Localization,Using,Compressed,Wireless,Sensor,Network,In,multi,target,localization,CS,sensing,char,acteristic,significant,accuracy,To,improve,formance,we,optimization,this,paper,which,considers,under,guidance,averaged,mutual,coherence,First,study,model,constrained,combinatorial,problem,Second,adopted,optimality,evalu,ate,quality,different,matrixes,where,threshold,derived,through,means,clustering,With,settled,hybrid,named,Genetic,Algorithm,Tabu,Search,GA,TLS,proposed,address,obtain,final,timized,Extensive,simulation,results,reveal,that,approaches,using,recovery,algorithms,benefit,from,much,error,compared,traditional,methods
AB值：
0.527226
相似文献
机标中图分类号，由域田数据科技根据网络公开资料自动分析生成，仅供学习研究参考。
