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Crowd-sourced mobility mapping for location tracking using unlabeled wi-fi simultaneous localization and mapping
Zhou, Mu1; Xu, Kunjie2; Tian, Zengshan1; Wu, Haibo3; Shi, Ruikang1
刊名Mobile information systems
2015
页码14
ISSN号1574-017X
DOI10.1155/2015/416197
通讯作者Zhou, mu(zhoumu@cqupt.edu.cn)
英文摘要Due to the increasing requirements of the seamless and round-the-clock location-based services (lbss), a growing interest in wi-fi network aided location tracking is witnessed in the past decade. one of the significant problems of the conventional wi-fi location tracking approaches based on received signal strength (rss) fingerprinting is the time-consuming and labor intensive work involved in location fingerprint calibration. to solve this problem, a novel unlabeled wi-fi simultaneous localization and mapping (slam) approach is developed to avoid the location fingerprinting and additional inertial or vision sensors. in this approach, an unlabeled mobility map of the coverage area is first constructed by using the crowd-sourcing from a batch of sporadically recorded wi-fi rss sequences based on the spectral cluster assembling. then, the sequence alignment algorithm is applied to conduct location tracking and mobility map updating. finally, the effectiveness of this approach is verified by the extensive experiments carried out in a campus-wide area.
WOS关键词DIMENSIONALITY REDUCTION ; NETWORKS
WOS研究方向Computer Science ; Telecommunications
WOS类目Computer Science, Information Systems ; Telecommunications
语种英语
出版者HINDAWI PUBLISHING CORPORATION
WOS记录号WOS:000355868100001
内容类型期刊论文
URI标识http://www.corc.org.cn/handle/1471x/2374083
专题计算机网络信息中心
通讯作者Zhou, Mu
作者单位1.Chongqing Univ Posts & Telecommun, Chongqing Key Lab Mobile Commun Technol, Chongqing 400065, Peoples R China
2.Ericsson, San Jose, CA 95134 USA
3.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,Xu, Kunjie,Tian, Zengshan,et al. Crowd-sourced mobility mapping for location tracking using unlabeled wi-fi simultaneous localization and mapping[J]. Mobile information systems,2015:14.
APA Zhou, Mu,Xu, Kunjie,Tian, Zengshan,Wu, Haibo,&Shi, Ruikang.(2015).Crowd-sourced mobility mapping for location tracking using unlabeled wi-fi simultaneous localization and mapping.Mobile information systems,14.
MLA Zhou, Mu,et al."Crowd-sourced mobility mapping for location tracking using unlabeled wi-fi simultaneous localization and mapping".Mobile information systems (2015):14.
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