Enhanced wifi csi fingerprints for device-free localization with deep learning representations

J Xue, J Zhang, Z Gao, W Xiao - IEEE Sensors Journal, 2022 - ieeexplore.ieee.org
With the increasing demands for location-based services in the indoor environments and the
widespread deployment of WiFi devices, WiFi-based indoor localization techniques have …

Online Learning-Based Adaptive Device-Free Localization in Time-Varying Indoor Environment

J Xue, X Chen, Q Chi, W Xiao - Applied Sciences, 2024 - mdpi.com
With the widespread use of WiFi devices and the availability of channel state information
(CSI), CSI-based device-free localization (DFL) has attracted lots of attention. Fingerprint …

Device-free localization based on CSI fingerprints and deep neural networks

R Zhou, M Hao, X Lu, M Tang… - 2018 15th Annual IEEE …, 2018 - ieeexplore.ieee.org
Localization is of key importance to a variety of applications. Most previous approaches
require the objects to carry electronic devices, while on many occasions device-free …

Adaptive device-free localization in dynamic environments through adaptive neural networks

R Zhou, H Hou, Z Gong, Z Chen, K Tang… - IEEE Sensors …, 2020 - ieeexplore.ieee.org
Device-free localization based on WiFi Channel State Information (CSI) has attracted
considerable attention in recent years. Many of the schemes are learning-based, among …

A meta-learning approach for device-free indoor localization

W Wei, J Yan, X Wu, C Wang… - IEEE Communications …, 2023 - ieeexplore.ieee.org
Although fingerprint-based methods could achieve high location accuracy for device-free
indoor localization, it requires cost-expensive massive labeling. In order to fully exploit the …

WiFi-based indoor localization using clustering and fusion fingerprint

M Luo, J Zheng, W Sun, X Zhang - 2021 40th Chinese Control …, 2021 - ieeexplore.ieee.org
Due to the free deployment of the additional network infrastructure, WiFi-based indoor
localization has drawn researchers' attention in recent years. However, the accuracy and …

CapsLoc: A robust indoor localization system with WiFi fingerprinting using capsule networks

Q Ye, X Fan, G Fang, H Bie, X Song… - ICC 2020-2020 IEEE …, 2020 - ieeexplore.ieee.org
With the unprecedented demand of location-based services in indoor scenarios, wireless
indoor localization is emerging as an essential application for mobile users. While the line-of …

A novel convolutional neural network based indoor localization framework with WiFi fingerprinting

X Song, X Fan, C Xiang, Q Ye, L Liu, Z Wang… - IEEE …, 2019 - ieeexplore.ieee.org
With the ubiquitous deployment of wireless systems and pervasive availability of smart
devices, indoor localization is empowering numerous location-based services. With the …

WiFi fingerprinting indoor localization using local feature-based deep LSTM

Z Chen, H Zou, JF Yang, H Jiang, L Xie - IEEE Systems Journal, 2019 - ieeexplore.ieee.org
Indoor localization has attracted more and more attention because of its importance in many
applications. One of the most popular techniques for indoor localization is the received …

WiFi fingerprinting based indoor localization: When CSI tensor meets deep residual sharing learning

X Wang - 2017 - search.proquest.com
Location-based services (LBS) nowadays have several consumer applications such as
indoor localization. Wi-Fi based indoor localization has attracted interest due to the …