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 …

Indoor localization with WiFi fingerprinting using convolutional neural network

JW Jang, SN Hong - 2018 Tenth International Conference on …, 2018 - ieeexplore.ieee.org
Indoor localization has been an active research field for decades, due to its wide range of
applications. WiFi fingerprinting, which estimates the user's locations using pre-collecting …

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 …

Device-free indoor localization using Wi-Fi channel state information for Internet of Things

RY Chang, SJ Liu, YK Cheng - 2018 IEEE Global …, 2018 - ieeexplore.ieee.org
This paper proposes an economical, nonintrusive, and high-precision indoor localization
scheme based on Wi-Fi fingerprinting that requires only a single Wi-Fi access point and a …

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 …

CSI fingerprinting with SVM regression to achieve device-free passive localization

R Zhou, J Chen, X Lu, J Wu - … on A World of Wireless, Mobile …, 2017 - ieeexplore.ieee.org
Location is an important context on which a broad range of context-aware applications can
be built. Most previous approaches require the targets to carry electronic devices, while …

Toward long-term effective and robust device-free indoor localization via channel state information

Z Li, X Rao - IEEE Internet of Things Journal, 2021 - ieeexplore.ieee.org
With the rapid development of location-based IoT applications in recent years, indoor device-
free passive localization based on Wi-Fi channel state information (CSI) has attracted …

Depthwise separable convolution based passive indoor localization using CSI fingerprint

W Xun, L Sun, C Han, Z Lin… - 2020 IEEE Wireless …, 2020 - ieeexplore.ieee.org
Wi-Fi-based indoor localization has received extensive attention in the academic
community. However, most WiFi-based indoor localization systems have complex models …

CSI fingerprinting localization with low human efforts

X Tong, Y Wan, Q Li, X Tian… - IEEE/ACM Transactions …, 2020 - ieeexplore.ieee.org
Fingerprinting indoor localization systems exploit wireless signal propagation features to
estimate the location of wireless devices, where the major challenge in practice is the all …

Augmentation of fingerprints for indoor WiFi localization based on Gaussian process regression

W Sun, M Xue, H Yu, H Tang… - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
WiFi-Fingerprint is extensively utilized for indoor localization with the advent of the high-
density wireless networks deployment and research on ubiquitous intelligence …