Dynamic Wi-Fi Fingerprinting Indoor Positioning System

被引:0
|
作者
Costilla-Reyes, Omar [1 ]
Namuduri, Kamesh [1 ]
机构
[1] Univ North Texas, Dept Elect Engn, Coll Engn, Denton, TX 76203 USA
关键词
Dynamic Wi-Fi fingerprinting; Indoor Positioning System; Signal Strength Based Indoor Positioning;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, a technique is proposed to improve the accuracy of indoor positioning systems based on Wi-Fi radio-frequency signals by using dynamic access points and fingerprints (DAFs). Moreover, an indoor position system that relies solely in DAFs is proposed. The walking pattern of indoor users is classified as dynamic or static for indoor positioning purposes. We demonstrate that the performance of a conventional indoor positioning system that uses static fingerprints can be enhanced by considering dynamic fingerprints and access points. The accuracy of the system is evaluated using four positioning algorithms and one access point selection strategy. The system facilitates the location of people where there is no wireless local area network (WLAN) infrastructure deployed or where the WLAN infrastructure has been drastically affected, for example by natural disasters. The system can be used for search and rescue operations and for expanding the coverage of an indoor positioning system.
引用
收藏
页码:271 / 280
页数:10
相关论文
共 50 条
  • [1] Wi-Fi Fingerprinting for Indoor Positioning
    Ali, Md. Hossen
    Kamardin, Kamilia
    Maidin, Siti Nurhafizza
    Hlaing, NguWar
    Kaidi, Hazilah Mad
    Ahmed, Irfanuddin Shafi
    Taj, Noureen
    INTERNATIONAL JOURNAL OF INTEGRATED ENGINEERING, 2022, 14 (06): : 223 - 238
  • [2] Influence of Human Absorption of Wi-Fi Signal in Indoor Positioning with Wi-Fi Fingerprinting
    Garcia-Villalonga, Sergio
    Perez-Navarro, Antoni
    2015 INTERNATIONAL CONFERENCE ON INDOOR POSITIONING AND INDOOR NAVIGATION (IPIN), 2015,
  • [3] Data Cleansing for Indoor Positioning Wi-Fi Fingerprinting Datasets
    Quezada-Gaibor, Darwin
    Klus, Lucie
    Torres-Sospedra, Joaquin
    Simona Lohan, Elena
    Nurmi, Jari
    Granell, Carlos
    Huerta, Joaquin
    2022 23RD IEEE INTERNATIONAL CONFERENCE ON MOBILE DATA MANAGEMENT (MDM 2022), 2022, : 349 - 354
  • [4] Integrated Wi-Fi Fingerprinting and Inertial Sensing for Indoor Positioning
    Xiao, Wendong
    Ni, Wei
    Toh, Yue Khing
    2011 INTERNATIONAL CONFERENCE ON INDOOR POSITIONING AND INDOOR NAVIGATION, 2011,
  • [5] Multiple simultaneous Wi-Fi measurements in fingerprinting indoor positioning
    Moreira, Adriano
    Silva, Ivo
    Meneses, Filipe
    Nicolau, Maria Joao
    Pendao, Cristiano
    Torres-Sospedra, Joaquin
    2017 INTERNATIONAL CONFERENCE ON INDOOR POSITIONING AND INDOOR NAVIGATION (IPIN), 2017,
  • [6] Integrating Wi-Fi and Magnetic Field for Fingerprinting Based Indoor Positioning System
    Bai, Yuntian Brian
    Gu, Tao
    Hu, Andong
    2016 INTERNATIONAL CONFERENCE ON INDOOR POSITIONING AND INDOOR NAVIGATION (IPIN), 2016,
  • [7] Indoor Location with Wi-Fi Fingerprinting
    Pritt, Noah
    2013 IEEE (AIPR) APPLIED IMAGERY PATTERN RECOGNITION WORKSHOP: SENSING FOR CONTROL AND AUGMENTATION, 2013,
  • [8] An Enhanced Indoor Positioning Method Based on Wi-Fi RSS Fingerprinting
    Alfakih, Marwan
    Keche, Mokhtar
    JOURNAL OF COMMUNICATIONS SOFTWARE AND SYSTEMS, 2019, 15 (01) : 18 - 25
  • [9] A Hybrid Indoor Positioning System based on Wi-Fi Hotspot and Wi-Fi fixed nodes
    Doiphode, Siddhesh R.
    Bakal, J. W.
    Gedam, Madhuri
    PROCEEDINGS OF 2ND IEEE INTERNATIONAL CONFERENCE ON ENGINEERING & TECHNOLOGY ICETECH-2016, 2016, : 56 - 60
  • [10] Building information aided Wi-Fi fingerprinting positioning system
    Sun, Tian
    Zheng, Lingxiang
    Peng, Ao
    Tang, Biyu
    Ou, Gang
    COMPUTERS & ELECTRICAL ENGINEERING, 2018, 71 : 558 - 568