GraphLoc: a graph-based method for indoor subarea localization with zero-configuration

被引:12
|
作者
Chen, Yuanyi [1 ]
Guo, Minyi [1 ]
Shen, Jiaxing [2 ]
Cao, Jiannong [2 ]
机构
[1] Shanghai Jiao Tong Univ, Dept Comp Sci & Engn, Shanghai, Peoples R China
[2] Hong Kong Polytech Univ, Dept Comp, Hong Kong, Hong Kong, Peoples R China
基金
中国国家自然科学基金;
关键词
Subarea localization; Zero-configuration; Graph-based matching; WiFi radio signal strength;
D O I
10.1007/s00779-017-1011-7
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Indoor subarea localization can facilitate numerous location-based services, such as indoor navigation, indoor POI recommendation and mobile advertising. Most existing subarea localization approaches suffer from two bottlenecks, one is fingerprint-based methods require time-consuming site survey and another is triangulationbased methods are lack of scalability. In this paper, we propose a graph-based method for indoor subarea localization with zero-configuration. Zero-configuration means the proposed method can be directly employed in indoor environment without time-consuming site survey or preinstalling additional infrastructure. To accomplish this, we first utilize two unexploited characteristics of WiFi radio signal strength to generate logical floor graph and then formulate the problem of constructing fingerprint map as a graph isomorphism problem between logical floor graph and physical floor graph. In online localization phase, a Bayesian-based approach is utilized to estimate the unknown subarea. The proposed method has been implemented in a real-world shopping mall, and extensive experimental results show that the proposed method can achieve competitive performance comparing with existing methods.
引用
收藏
页码:489 / 505
页数:17
相关论文
共 50 条
  • [41] Performance of Graph-based Zero-knowledge Proofs
    Gercel, Doruk
    Kayabas, Helin
    Ekmekci, Kadir
    Onur, Cansu Betin
    Onur, Ertan
    2022 30TH SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS CONFERENCE, SIU, 2022,
  • [42] Design, Analysis, and Field Testing of an Innovative Drone-Assisted Zero-Configuration Localization Framework for Wireless Sensor Networks
    Gong, Zijun
    Li, Cheng
    Jiang, Fan
    Su, Ruoyu
    Venkatesan, Ramachandran
    Meng, Chuiyang
    Han, Shuai
    Zhang, Yan
    Liu, Shudong
    Hao, Kun
    IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2017, 66 (11) : 10322 - 10335
  • [43] A graph-based method for improving GSAT
    Kask, K
    Dechter, R
    PROCEEDINGS OF THE THIRTEENTH NATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE AND THE EIGHTH INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE CONFERENCE, VOLS 1 AND 2, 1996, : 350 - 355
  • [44] Strengthening of a Graph-Based Cryptanalysis Method
    Ghasemzadeh, Mohammad
    Shirmohammadi, Mahsa
    2009 2ND IEEE INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND INFORMATION TECHNOLOGY, VOL 2, 2009, : 118 - 121
  • [45] Graph-Based Relation Validation Method
    Rahman, Rashedur
    Grau, Brigitte
    Rosset, Sophie
    KNOWLEDGE ENGINEERING AND KNOWLEDGE MANAGEMENT, 2017, 10180 : 167 - 171
  • [46] Indoor Multi-Resolution Subarea Localization Based on Received Signal Strength Fingerprint
    Zhou, Shengliang
    Wang, Bang
    Mo, Yijun
    Liu, Wenyu
    2012 INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS AND SIGNAL PROCESSING (WCSP 2012), 2012,
  • [47] Auditory Scene Analysis-Based Feature Extraction for Indoor Subarea Localization Using Smartphones
    Song, Xiyu
    Wang, Mei
    Qiu, Hongbing
    Li, Kaihua
    Ang, Chen
    IEEE SENSORS JOURNAL, 2019, 19 (15) : 6309 - 6316
  • [48] Graph-based Scheduling for Cooperative Transmission in Indoor VLC Systems
    Deng, Jiajun
    Jin, Xianqing
    Ma, Xiaoting
    Jin, Meiyu
    Gong, Chen
    Xu, Zhengyuan
    2019 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS WORKSHOPS (ICC WORKSHOPS), 2019,
  • [49] Source Localization using Graph-based Optimization Technique
    Srirangarajan, Seshan
    Pesch, Dirk
    2013 IEEE WIRELESS COMMUNICATIONS AND NETWORKING CONFERENCE (WCNC), 2013, : 1127 - 1132
  • [50] Graph-based scheduling for cooperative transmission in indoor VLC systems
    Deng, Jiajun
    Jin, Xianqing
    Ma, Xiaoting
    Jin, Meiyu
    Gong, Chen
    Xu, Zhengyuan
    2019 IEEE International Conference on Communications Workshops, ICC Workshops 2019 - Proceedings, 2019,