Multiview variational deep learning with application to practical indoor localization

M Kim, D Han, JKK Rhee - IEEE Internet of Things Journal, 2021 - ieeexplore.ieee.org
Radio channel state information (CSI) measured with many receivers is a good resource for
localizing a transmitter device with machine learning with a discriminative model. However …

Unsupervised view-selective deep learning for practical indoor localization using CSI

M Kim, D Han, JKK Rhee - IEEE Sensors Journal, 2021 - ieeexplore.ieee.org
Due to its high-dimensional data characteristics, the channel state information (CSI) of Wi-Fi
signals has become a strong candidate for use in indoor localization. In addition, machine …

ResLoc: Deep residual sharing learning for indoor localization with CSI tensors

X Wang, X Wang, S Mao - 2017 IEEE 28th Annual International …, 2017 - ieeexplore.ieee.org
Wi-Fi based indoor localization has attracted great interest due to its ubiquitous access in
many indoor environments. In this paper, we propose ResLoc, a deep residual sharing …

Deep convolutional neural networks for indoor localization with CSI images

X Wang, X Wang, S Mao - IEEE Transactions on Network …, 2018 - ieeexplore.ieee.org
With the increasing demand of location-based services, Wi-Fi based localization has
attracted great interest because it provides ubiquitous access in indoor environments. In this …

MobiFi: Fast deep-learning based localization using mobile WiFi

Z Zhou, J Yu, Z Yang, W Gong - Globecom 2020-2020 IEEE …, 2020 - ieeexplore.ieee.org
In most indoor localization systems deployed on commodity WiFi infrastructure, channel
state information (CSI) data is usually transmitted over multiple subcarriers of different …

Deep transfer learning for WiFi localization

P Li, H Cui, A Khan, U Raza… - 2021 IEEE radar …, 2021 - ieeexplore.ieee.org
This paper studies a WiFi indoor localisation technique based on using a deep learning
model and its transfer strategies. We take CSI packets collected via the WiFi standard …

Wi-Fi-Based Indoor Localization and Navigation: A Robot-Aided Hybrid Deep Learning Approach

X Lin, J Gan, C Jiang, S Xue, Y Liang - Sensors, 2023 - mdpi.com
Indoor localization and navigation have become an increasingly important problem in both
industry and academia with the widespread use of mobile smart devices and the …

A Meta-learning based Generalizable Indoor Localization Model using Channel State Information

A Owfi, CC Lin, L Guo, F Afghah… - … 2023-2023 IEEE …, 2023 - ieeexplore.ieee.org
Indoor localization has gained significant attention in recent years due to its various
applications in smart homes, industrial automation, and healthcare, especially since more …

Semi-supervised deep adversarial forest for cross-environment localization

W Cui, L Zhang, B Li, Z Chen, M Wu… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Extracting channel state information (CSI) from WiFi signals is of proved high-effectiveness
in locating human locations in a device-free manner. However, existing localization …

Intelligent indoor localization based on CSI via radio images and deep learning

Y Zhang, M Fan, C Xu - Measurement Science and Technology, 2023 - iopscience.iop.org
The universality of intelligent indoor localization based on WIFI has increasingly emerged as
a multifold challenge. However, in practical applications, its indoor localization accuracy is …