Channel state information from pure communication to sense and track human motion: A survey

MAA Al-Qaness, M Abd Elaziz, S Kim, AA Ewees… - Sensors, 2019 - mdpi.com
Human motion detection and activity recognition are becoming vital for the applications in
smart homes. Traditional Human Activity Recognition (HAR) mechanisms use special …

Device-free presence detection and localization with SVM and CSI fingerprinting

R Zhou, X Lu, P Zhao, J Chen - IEEE Sensors Journal, 2017 - ieeexplore.ieee.org
Presence detection and localization are of importance to a variety of applications. Most
previous approaches require the objects to carry electronic devices, while on many …

Passive indoor localization based on csi and naive bayes classification

Z Wu, Q Xu, J Li, C Fu, Q Xuan… - IEEE Transactions on …, 2017 - ieeexplore.ieee.org
Passive indoor localization is important. Unlike active localization techniques, it does not
require for users to carry measuring devices, eg, smart phones. Thus, it is widely used in …

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 …

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 …

FreeTrack: Device-free human tracking with deep neural networks and particle filtering

R Zhou, M Tang, Z Gong, M Hao - IEEE Systems Journal, 2019 - ieeexplore.ieee.org
Human tracking is of key importance to a variety of applications. Different from the previous
approaches requiring the targets to carry electronic devices, this paper proposes a device …

Endpoints-clip** CSI amplitude for SVM-based indoor localization

Z Hao, Y Yan, X Dang, C Shao - Sensors, 2019 - mdpi.com
With the wide application of Channel State Information (CSI) in the field of sensing, the
accuracy of positioning accuracy of indoor fingerprint positioning is increasingly necessary …

Device-free passive wireless localization system with transfer deep learning method

X Rao, Z Li, Y Yang - Journal of Ambient Intelligence and Humanized …, 2020 - Springer
Recently, device-free passive wireless indoor localization (DFPWL) has attracted great
interest due to the widespread deployment of Wi-Fi devices and the rapid growth in demand …