Accuracy of AOA-Based and RSS-Based 3D Localization for Visible Light Communications

被引:0
|
作者
Sahin, Alphan [1 ]
Eroglu, Yusuf Said [1 ]
Guvenc, Ismail [1 ]
Pala, Nezih [1 ]
Yuksel, Murat [2 ]
机构
[1] Florida Int Univ, Dept Elect & Comp Engn, Miami, FL 33199 USA
[2] Univ Nevada, Dept Comp Sci & Engn, Reno, NV 89557 USA
来源
2015 IEEE 82ND VEHICULAR TECHNOLOGY CONFERENCE (VTC FALL) | 2015年
关键词
CRLB; estimation; free space optics (FSO); Lambertian pattern; localization; positioning; VLC;
D O I
暂无
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 study, we investigate angle-of-arrival (AOA) and received signal strength (RSS) based localization methods for visible light communication (VLC) systems. We show that while AOA-based localization allows the receiver to locate itself via a least squares estimator by exploiting the directionality of light-emitting diodes (LEDs), RSS-based approach takes Lambertian pattern of LEDs into account and better deals with further improving the localization accuracy via a nonlinear least squares (NLS) estimator. In order to reduce the complexity of the NLS estimator, we develop an analytical learning rule based on the Newton-Raphson method and use the result of AOA-based localization as an initial point for the learning rule. As a benchmark, we also derive generic analytical expressions of the Cramer-Rao lower bound (CRLB) for RSS-based localization.
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页数:5
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