A new methodology for long-term maintenance of WiFi fingerprinting radio maps

被引:0
作者
Montoliu, R. [1 ]
Sansano, E. [1 ]
Belmonte, O. [1 ]
Torres-Sospedra, J. [1 ]
机构
[1] Jaume I Univ, Inst New Imaging Technol, Castellon de La Plana 12071, Spain
来源
2018 NINTH INTERNATIONAL CONFERENCE ON INDOOR POSITIONING AND INDOOR NAVIGATION (IPIN 2018) | 2018年
关键词
WiFi fingerprinting; radio map maintenance; missing data; imputation by regression;
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
One of the main problems of Indoor Positioning Systems (IPSs) based on WiFi fingerprinting is the radio map maintenance. It is well known that the creation of the radio map is a tedious and long-time task. In addition, if sometime after its creation, some access points are removed from the environment the accuracy of the IPS can be dramatically affected. This paper presents a new methodology to deal with this problem using imputation based techniques. An extensive set of experiments, comparing different imputation techniques, has been performed to demonstrate the benefits of using the proposed approach, showing that the proposed method is able to reduce the localization error in almost one meter with respect to a well-known solution.
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收藏
页数:7
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