Adaptive Indoor Localization with Wi-Fi Based on Transfer Learning

被引：0
|
作者：
Hu, Anmin [1 ]
Zhang, Lijun [1 ]
机构：
[1] Beijing Jiaotong Univ, Sch Elect & Informat Engn, Beijing 100044, Peoples R China
来源：
2019 IEEE INTERNATIONAL CONFERENCE ON CONSUMER ELECTRONICS - TAIWAN (ICCE-TW) | 2019年
基金：
中国国家自然科学基金;
关键词：
Wi-Fi; indoor localization; machine learning; transfer learning;
D O I：
10.1109/icce-tw46550.2019.8991969
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：
Many approaches used in The Wi-Fi based indoor location system (WILS) typically assume the distribution of the signal strength data is time invariant. However, the assumption does not hold in real world, which degrades the location accuracy. We propose an algorithm that can adjust the distribution of training data by mixing a fraction of new data. Experimental results show that our algorithm can greatly improve the localization accuracy and reduce a great amount of the calibration effort
引用
收藏
页数：2
相关论文
共 50 条
  • [1] An Adaptive Wi-Fi Trilateration-based Indoor Localization
    Yi, Gan Heng
    bin Djaswadi, Gunawan Witjaksono
    Khir, Mohd Haris bin Md
    Ramli, Nordin
    2018 INTERNATIONAL CONFERENCE ON INTELLIGENT AND ADVANCED SYSTEM (ICIAS 2018) / WORLD ENGINEERING, SCIENCE & TECHNOLOGY CONGRESS (ESTCON), 2018,
  • [2] An Adaptive Wi-Fi Indoor Localization Scheme using Deep Learning
    Hsu, Chih-Shun
    Chen, Yuh-Shyan
    Juang, Tong-Ying
    Wu, Yi-Ting
    PROCEEDINGS OF THE 2018 IEEE 7TH ASIA-PACIFIC CONFERENCE ON ANTENNAS AND PROPAGATION (APCAP), 2018, : 132 - 133
  • [3] Wi-Fi DSAR: Wi-Fi based Indoor Localization using Denoising Supervised Autoencoder
    Wang, Yun-Hao
    Yang, Ta-Wei
    Chou, Cheng-Fu
    Chang, Ing-Chau
    2021 30TH WIRELESS AND OPTICAL COMMUNICATIONS CONFERENCE (WOCC 2021), 2021, : 188 - 192
  • [4] Machine Learning Based Indoor Localization Using Wi-Fi RSSI Fingerprints: An Overview
    Singh, Navneet
    Choe, Sangho
    Punmiya, Rajiv
    IEEE ACCESS, 2021, 9 : 127150 - 127174
  • [5] Tracking of Proxy RP in Wi-Fi Based Indoor Localization of a Wi-Fi Mobile Device
    Bong, Wonsun
    Park, Injun
    Kim, Yong Cheol
    INFORMATION-AN INTERNATIONAL INTERDISCIPLINARY JOURNAL, 2011, 14 (05): : 1425 - 1438
  • [6] Utilizing Machine Learning for Indoor Localization with Multiple Wi-Fi Assistance
    Huang, Chung-Ruei
    Tsai, Ang-Hsun
    Lee, Chao-Yang
    2024 IEEE VTS ASIA PACIFIC WIRELESS COMMUNICATIONS SYMPOSIUM, APWCS 2024, 2024,
  • [7] Indoor Localization based on Hybrid Wi-Fi Hotspots
    Xu, Xiaolong
    Tang, Yu
    Li, Shanchang
    2017 INTERNATIONAL CONFERENCE ON INDOOR POSITIONING AND INDOOR NAVIGATION (IPIN), 2017,
  • [8] Wi-Fi Indoor Localization based on Multi-Task Deep Learning
    Lin, Wei-Yuan
    Huang, Ching-Chun
    Nguyen-Tran Duc
    Hung-Nguyen Manh
    2018 IEEE 23RD INTERNATIONAL CONFERENCE ON DIGITAL SIGNAL PROCESSING (DSP), 2018,
  • [9] Secure and Robust Wi-Fi Fingerprinting Indoor Localization
    Meng, Wei
    Xiao, Wendong
    Ni, Wei
    Xie, Lihua
    2011 INTERNATIONAL CONFERENCE ON INDOOR POSITIONING AND INDOOR NAVIGATION, 2011,
  • [10] CSI-based Autoencoder Classification for Wi-Fi Indoor Localization
    Xu, Chengcheng
    Jia, Zixi
    Chen, Pan
    Wang, Bo
    PROCEEDINGS OF THE 28TH CHINESE CONTROL AND DECISION CONFERENCE (2016 CCDC), 2016, : 6523 - 6528
12345