Algorithm for interference filtering of Wi-Fi gesture recognition

被引:0
|
作者
Han W. [1 ]
Yu J. [1 ]
机构
[1] School of Telecommunication Engineering, Beijing Polytechnic, Beijing
关键词
channel state information; CSI; gesture; machine learning; noise and interference filtering; recognition;
D O I
10.1504/IJICT.2024.135310
中图分类号
学科分类号
摘要
Nowadays with the continuous improvement of computer technology, human-computer interaction becomes more and more important in people’s life. Among them, gesture, as an intuitive human language, has become an important way of human-computer interaction. Meanwhile, an important branch of mobile network, WLAN has gradually developed into an irreplaceable technology in indoor communication. This paper is based on the relevant knowledge of the wireless channel state information (CSI), put forward under the environment of Wi-Fi, with the help of fertility carrier amplitude information provided by the CSI for fine-grained gesture recognition. Because of interference, a gesture recognition system based on Wi-Fi accuracy and robustness is used to ascend; therefore, this paper proposes a Wi-Fi gesture recognition interference filter algorithm using Butterworth lowpass filter and principal component analysis (PCA), combining the CSI of raw data denoising processing and filtering CSI noise in the raw data. On the basis of the recognition and machine learning, the results verify the robustness and accuracy of the algorithm. Copyright © 2024 Inderscience Enterprises Ltd.
引用
收藏
页码:1 / 20
页数:19
相关论文
共 50 条
  • [21] Ambient Interference Effects in Wi-Fi Networks
    Mahanti, Aniket
    Carlsson, Niklas
    Williamson, Carey
    Arlitt, Martin
    NETWORKING 2010, PROCEEDINGS, 2010, 6091 : 160 - 173
  • [22] IEEE 802.15.4 Performance with Wi-Fi Interference
    Wang, Fuqiang
    Wu, Xiaoming
    Pang, Yong
    Liang, Yan
    Hu, Yifan
    MECHANICAL ENGINEERING AND INSTRUMENTATION, 2014, 526 : 330 - +
  • [23] Impact of Wi-Fi interference on NavIC signal
    Jagiwala, Darshna D.
    Shah, Shweta N.
    CURRENT SCIENCE, 2018, 114 (11): : 2273 - 2280
  • [24] Channel Allocation Algorithm Of Wi-Fi
    Wang, Jin
    Zhong, Xiaofeng
    Zhou, Shidong
    2023 INTERNATIONAL CONFERENCE ON COMPUTING, NETWORKING AND COMMUNICATIONS, ICNC, 2023, : 677 - 682
  • [25] Wi-Fi Interference Resistance to Jamming Attack
    Sokolov, Volodymyr
    Skladannyi, Pavlo
    Astapenya, Volodymyr
    5th IEEE International Conference on Advanced Information and Communication Technologies, AICT 2023 - Proceedings, 2023, : 11 - 14
  • [26] Wi-Fi sensing gesture control algorithm based on semi-supervised generative
    Wang, Chao
    Ding, Yinfan
    Zhou, Meng
    Tang, Lin
    PEERJ COMPUTER SCIENCE, 2024, 10
  • [27] Hybrid precoding algorithm for Wi-Fi interference suppression based on deep learning
    Xie, Gang
    Pei, Zhixiang
    Long, Gaole
    Liu, Yuanan
    IET COMMUNICATIONS, 2024, 18 (20) : 1716 - 1727
  • [28] Device-Free Hand Gesture Recognition System Based on Commercial Wi-Fi Devices
    Tian, Zengshan
    Wang, Jiacheng
    Yang, Xiaolong
    Zhou, Mu
    PROCEEDINGS OF 5TH IEEE CONFERENCE ON UBIQUITOUS POSITIONING, INDOOR NAVIGATION AND LOCATION-BASED SERVICES (UPINLBS), 2018, : 350 - 355
  • [29] Wi-Fi
    李景色
    今日科苑, 2013, (07) : 56 - 58
  • [30] To Wi-Fi or not to
    Scalise, D
    HOSPITALS & HEALTH NETWORKS, 2005, 79 (12): : 26 - 26