CRAMER-RAO LOWER BOUND FOR LOCALIZATION IN ENVIRONMENTS WITH DYNAMICAL OBSTACLES

被引:0
作者
Wang, Ri-Ming [1 ,2 ]
Feng, Jiu-Chao [1 ]
机构
[1] South China Univ Technol, Sch Elect & Informat Engn, Guangzhou 510641, Guangdong, Peoples R China
[2] GuangDong Univ Technol, Sch Informat Engn, Guangzhou 510006, Guangdong, Peoples R China
来源
2014 11TH INTERNATIONAL COMPUTER CONFERENCE ON WAVELET ACTIVE MEDIA TECHNOLOGY AND INFORMATION PROCESSING (ICCWAMTIP) | 2014年
关键词
Wireless localization; Cramer-Rao Lower Bound; Maximum likelihood estimation; Received signal strength;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Cramer-Rao Lower Bound (CRLB) of location estimation under Gaussian distribution is widely used in localization applications. However, under the environments with dynamical obstacles, the existing CRLB does not represent the effect of the non-line-of-sight (NLOS) bias caused by dynamical obstacles. In this paper, based on received signal strength (RSS) measurements, a uniform random variable is used to model the NLOS bias effect. Furthermore, The corresponding maximum likelihood estimator (MLE) and CRLB under the joint distribution of Gaussian distribution and uniform distribution are derived. Numerical results validate that the proposed MLE and CRLB are effective in environments with dynamic obstacles.
引用
收藏
页码:51 / 54
页数:4
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