新型變步長LMS方法及OFDMA信號DOA估計中的應(yīng)用(英文)
發(fā)布時間:2023-04-29 02:47
針對基站(BS)或第三方設(shè)備對移動終端快速定位的需求,為了提高最小均方誤差(LMS)方法的收斂速度并降低穩(wěn)態(tài)誤差,提出了一種新的對數(shù)-sigmod可變步長LMS方法(LG-SVSLMS),并將該方法應(yīng)用于正交頻分復(fù)用多址(OFDMA)信號的波達(dá)方向(DOA)估計.基于LG-SVSLMS,構(gòu)建了面向OFDMA信號的非盲DOA估計系統(tǒng).LG-SVSLMS采用了結(jié)合sigmoid函數(shù)和對數(shù)函數(shù)的多參數(shù)步長更新函數(shù),該方法控制了LMS初始和穩(wěn)態(tài)階段步長調(diào)整的幅度,從而同時實現(xiàn)了高的收斂速度和低的穩(wěn)態(tài)誤差.最后,通過仿真驗證所提LG-SVSLMS的性能.仿真結(jié)果表明,在多源干擾信號和多徑衰落信號與目標(biāo)信號非同步到達(dá)第三方設(shè)備的場景下,基于LG-SVSLMS的非盲DOA估計系統(tǒng)能夠準(zhǔn)確估計目標(biāo)信號的DOA,且估計誤差在±3°之內(nèi).這種采用LG-SVSLMS的面向OFDMA信號的非盲DOA估計系統(tǒng)對基于自適應(yīng)天線陣列的移動終端快速定位技術(shù)具有重要意義.
【文章頁數(shù)】:7 頁
【文章目錄】:
1 A New Variable Step-Size LMS Method
1.1 LMS
1.2 Logarithmic-sigmod variable step-size LMS
2 Non-Blind DOA Estimation System for OFDMA Signals Based on LG-SVSLMS
2.1 System flow
2.2 Problems of DOA estimation from third-party devices
3 Simulation Results
3.1 Performance of LG-SVSLMS
3.2 Performance comparison between LG-SVSLMS and MUSIC
3.3 Performance of non-blind DOA estimation for OFDMA signals based on LG-SVSLMS
4 Conclusions
本文編號:3805008
【文章頁數(shù)】:7 頁
【文章目錄】:
1 A New Variable Step-Size LMS Method
1.1 LMS
1.2 Logarithmic-sigmod variable step-size LMS
2 Non-Blind DOA Estimation System for OFDMA Signals Based on LG-SVSLMS
2.1 System flow
2.2 Problems of DOA estimation from third-party devices
3 Simulation Results
3.1 Performance of LG-SVSLMS
3.2 Performance comparison between LG-SVSLMS and MUSIC
3.3 Performance of non-blind DOA estimation for OFDMA signals based on LG-SVSLMS
4 Conclusions
本文編號:3805008
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