Utilization of Multiple-Antenna Multicarrier Systems and NLOS Mitigation for Accurate Wireless Indoor Positioning

被引:27
作者
Gaber, Abdo [1 ]
Omar, Abbas [1 ]
机构
[1] Univ Magdeburg, Dept Microwave & Commun Engn, D-39106 Magdeburg, Germany
关键词
Cramer-Rao lower bound; DOA estimation; NLOS mitigation; TDOA estimation; unitary matrix pencil; MATRIX PENCIL METHOD; CRAMER-RAO BOUNDS; LOCATION ESTIMATION; MAXIMUM-LIKELIHOOD; LOCALIZATION; PARAMETERS;
D O I
10.1109/TWC.2016.2585645
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
In this paper, we investigate the performance of wideband orthogonal multicarrier signals in conjunction with multiple antenna systems for wireless indoor positioning. The multiple output orthogonal frequency division multiplexing (OFDM) scheme is used to estimate the propagation time delay and the relative direction of arrival (DOA) of multipath signals. Besides the frequency diversity attributed to OFDM, the antenna array elements can be used in two scenarios: 1) for time delay estimation with spatial diversity and 2) for joint time delay and DOA estimation. To measure the effect of the characteristic parameters of wireless positioning system, the Cramer-Rao lower bound for both scenarios have been derived. In indoor environments, the mobile unit (MU) is often in a non-line-of-sight (NLOS) situation and the direct path could be completely blocked. This degrades the performance significantly. Therefore, we introduce properly weighted least square (WLS) and hybrid WLS estimators to mitigate the effect of undetected direct path channel profiles. An adaptive method is also presented to select the reference base station (BS) and extract certain weights to scale the observations based on the estimated channel profiles. Our experimental results using the emerging IEEE 802.11ac standard reveal that the hybrid time difference of arrival (TDOA) and DOA outperform in non-perfectly synchronized BSs and NLOS environments. However, the achieved accuracy is not improved beyond that obtained by using TDOA with spatial diversity if the BSs are perfectly synchronized. The NLOS mitigation method has been tested using different obstacles with different positions between the MU and the BS. The achieved performance is nearly similar to that of using LOS BSs.
引用
收藏
页码:6570 / 6584
页数:15
相关论文
共 34 条
[21]   MATRIX PENCIL METHOD FOR ESTIMATING PARAMETERS OF EXPONENTIALLY DAMPED UNDAMPED SINUSOIDS IN NOISE [J].
HUA, Y ;
SARKAR, TK .
IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1990, 38 (05) :814-824
[22]   ESTIMATING 2-DIMENSIONAL FREQUENCIES BY MATRIX ENHANCEMENT AND MATRIX PENCIL [J].
HUA, YB .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1992, 40 (09) :2267-2280
[23]  
Jo YH, 2006, IEEE POSITION LOCAT, P565
[24]   Survey of NLOS identification and error mitigation problems in UWB-based positioning algorithms for dense environments [J].
Khodjaev, Jasurbek ;
Park, Yongwan ;
Malik, Aamir Saeed .
ANNALS OF TELECOMMUNICATIONS, 2010, 65 (5-6) :301-311
[25]   Optimization of observer trajectories for bearings-only target localization [J].
Oshman, Y ;
Davidson, P .
IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 1999, 35 (03) :892-902
[26]   Relative location estimation in wireless sensor networks [J].
Patwari, N ;
Hero, AO ;
Perkins, M ;
Correal, NS ;
O'Dea, RJ .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2003, 51 (08) :2137-2148
[27]   On the Accuracy of Localization Systems Using Wideband Antenna Arrays [J].
Shen, Yuan ;
Win, Moe Z. .
IEEE TRANSACTIONS ON COMMUNICATIONS, 2010, 58 (01) :270-280
[28]   MUSIC, MAXIMUM-LIKELIHOOD, AND CRAMER-RAO BOUND [J].
STOICA, P ;
NEHORAI, A .
IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1989, 37 (05) :720-741
[29]   Estimation of multipath parameters in wireless communications [J].
Vanderveen, MC ;
van der Veen, AJ ;
Paulraj, A .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1998, 46 (03) :682-690
[30]   Non-line-of-sight identification on ultra-wideband systems based on received signal statistics [J].
Venkatesh, S. ;
Buehrer, R. M. .
IET MICROWAVES ANTENNAS & PROPAGATION, 2007, 1 (06) :1120-1130