中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
An information-based approach to precision analysis of indoor wlan localization using location fingerprint

文献类型:期刊论文

作者Zhou, Mu1; Qiu, Feng1; Tian, Zengshan1; Wu, Haibo2; Zhang, Qiao1; He, Wei1
刊名Entropy
出版日期2015-12-01
卷号17期号:12页码:8031-8055
关键词Wlan localization Access point placement Location fingerprint Fisher information Simulated annealing
ISSN号1099-4300
DOI10.3390/e17127859
通讯作者Qiu, feng(qiufeng6906@gmail.com)
英文摘要In this paper, we proposed a novel information-based approach to precision analysis of indoor wireless local area network (wlan) localization using location fingerprint. first of all, by using the fisher information matrix (fim), we derive the fundamental limit of wlan fingerprint-based localization precision considering different signal distributions in characterizing the variation of received signal strengths (rsss) in the target environment. after that, we explore the relationship between the localization precision and access point (ap) placement, which can provide valuable suggestions for the design of the highly-precise localization system. second, we adopt the heuristic simulated annealing (sa) algorithm to optimize the ap locations for the sake of approaching the fundamental limit of localization precision. finally, the extensive simulations and experiments are conducted in both regular line-of-sight (los) and irregular non-line-of-sight (nlos) environments to demonstrate that the proposed approach can not only effectively improve the wlan fingerprint-based localization precision, but also reduce the time overhead.
WOS关键词CRAMER-RAO BOUNDS ; FI
WOS研究方向Physics
WOS类目Physics, Multidisciplinary
语种英语
WOS记录号WOS:000367443600013
出版者MDPI AG
URI标识http://www.irgrid.ac.cn/handle/1471x/2374189
专题计算机网络信息中心
通讯作者Qiu, Feng
作者单位1.Chongqing Univ Posts & Telecommun, Chongqing Key Lab Mobile Commun Technol, Chongqing 400065, Peoples R China
2.Chinese Acad Sci, Comp Network Informat Ctr, China Internet Res Lab, Beijing 100190, Peoples R China
推荐引用方式
GB/T 7714
Zhou, Mu,Qiu, Feng,Tian, Zengshan,et al. An information-based approach to precision analysis of indoor wlan localization using location fingerprint[J]. Entropy,2015,17(12):8031-8055.
APA Zhou, Mu,Qiu, Feng,Tian, Zengshan,Wu, Haibo,Zhang, Qiao,&He, Wei.(2015).An information-based approach to precision analysis of indoor wlan localization using location fingerprint.Entropy,17(12),8031-8055.
MLA Zhou, Mu,et al."An information-based approach to precision analysis of indoor wlan localization using location fingerprint".Entropy 17.12(2015):8031-8055.

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来源:计算机网络信息中心

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