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典型文献
Robust Fingerprint Localization Based on Massive MIMO Systems
文献摘要:
Location-based services have become an important part of the daily life.Fingerprint local-ization has been put forward to overcome the short-comings of the traditional positioning algorithms in indoor scenario and rich scattering environment.In this paper,a single-site multiple-input multiple-output(MIMO)orthogonal frequency division multiplexing(OFDM)system is modeled,from which an angle delay channel power matrix(ADCPM)is extracted.Considering the changing environment,auto encoders are used to generate new fingerprints based on AD-CPM fingerprints to improve the robustness of the fingerprints.When the scattering environment has changed beyond a certain extent,the robustness will not be able to make up for the positioning error.Un-der this circumstance,an updating of the fingerprint database is imperative.A new fingerprint database updating algorithm which combines a new clustering method and an updating rule based on probability is proposed.Simulation results show the desirable per-formance of the proposed methods.
文献关键词:
作者姓名:
Xiaojun Wang;Yijie Ren;Weiguang Sun;Xiaoshu Chen
作者机构:
National Mobile Communications Research Laboratory,Southeast University,Nanjing 210000,China;Purple Mountain Laboratories,Nanjing 210000,China;Frontiers Science Center for Mobile Information Communication and Security,Southeast University,Nanjing 210000,China
引用格式:
[1]Xiaojun Wang;Yijie Ren;Weiguang Sun;Xiaoshu Chen-.Robust Fingerprint Localization Based on Massive MIMO Systems)[J].中国通信(英文版),2022(11):148-159
A类:
ADCPM
B类:
Robust,Fingerprint,Localization,Based,Massive,MIMO,Systems,Location,services,have,become,important,part,daily,life,local,has,been,forward,overcome,short,comings,traditional,positioning,algorithms,indoor,scenario,rich,scattering,environment,In,this,paper,single,site,input,output,orthogonal,frequency,division,multiplexing,OFDM,system,modeled,from,which,angle,delay,channel,power,matrix,extracted,Considering,changing,auto,encoders,are,used,generate,new,fingerprints,improve,robustness,When,changed,beyond,certain,extent,will,not,make,error,Un,circumstance,updating,database,imperative,combines,clustering,rule,probability,proposed,Simulation,results,show,desirable,formance,methods
AB值:
0.608871
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