Impact of Doppler shift error on least-squares MIMO channel estimation for high-speed railway

被引:6
|
作者
Zakia, Irma [1 ]
Kurniawan, Adit [1 ]
Iskandar [1 ]
机构
[1] Inst Teknol Bandung, Sch Elect Engn & Informat, Jl Ganesha 10, Bandung, Indonesia
关键词
Gaussian distribution; MIMO communication; Doppler shift; least mean squares methods; Rician channels; error statistics; approximation theory; railway communication; radiofrequency measurement; Doppler shift error; least-squares MIMO channel estimation; line-of-sight path; high-speed railway communications; HSR; closed-form tracking mean-square error; time-varying Rician fading channel; Gaussian distributed Doppler shift measurement; characteristic function; tracking MSE; Doppler shift pre-compensation; MSE gain; dominant LOS path; high signal-to-noise ratio regime; Doppler shift measurement; TRACKING PERFORMANCE; RLS; TRANSMIT; SCHEME; SYSTEM;
D O I
10.1049/iet-com.2018.6259
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Owing to the availability of Doppler shift measurement and the existence of dominant line-of-sight (LOS) path in high-speed railway (HSR) communications, Doppler shift is often pre-compensated on the received signal before performing further processing. In this study, the authors address the impact of erroneous Doppler shift measurement on the tracking performance of least-squares multiple-input multiple-output (MIMO) channel estimation for HSR. The closed-form tracking mean-square error (MSE) is derived over time-varying Rician fading channel assuming Gaussian distributed Doppler shift measurement. By transforming the Gaussian distributed measurement into its characteristic function and performing approximations with practical considerations, the tracking MSE of the approach with Doppler shift pre-compensation is written as a function of that with no pre-compensation, contributed from the previous research. Accordingly, they are able to develop a simple relation between MSE gain and MSE loss for channels with dominant LOS path. It is revealed that erroneous Doppler shift measurement impacts stronger LOS or faster time-varying channel more severely. However, if the measurement is perfect, the presence of a dominant LOS path provides tremendous gain approximately equal to the Rician factor in high signal-to-noise ratio (SNR) regime.
引用
收藏
页码:206 / 218
页数:13
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