New trends in indoor positioning based on WiFi and machine learning: A systematic review

V Bellavista-Parent, J Torres-Sospedra… - 2021 International …, 2021 - ieeexplore.ieee.org
Currently there is no standard indoor positioning system, similar to outdoor GPS. However,
WiFi signals have been used in a large number of proposals to achieve the above …

Comprehensive analysis of applied machine learning in indoor positioning based on wi-fi: An extended systematic review

V Bellavista-Parent, J Torres-Sospedra… - Sensors, 2022 - mdpi.com
Nowadays, there are a multitude of solutions for indoor positioning, as opposed to standards
for outdoor positioning such as GPS. Among the different existing studies on indoor …

Exploiting fingerprint correlation for fingerprint-based indoor localization: A deep learning-based approach

Y Zheng, J Liu, M Sheng, C Zhou - Machine Learning for Indoor …, 2023 - Springer
The integration of various fingerprints could intuitively improve localization accuracy in
indoor localization systems; however, the limitation of applying various fingerprints in …

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 …

Fusion of channel state information and received signal strength for indoor localization using a single access point

D Sánchez-Rodríguez, MA Quintana-Suárez… - Remote Sensing, 2020 - mdpi.com
In recent years, indoor localization systems based on fingerprinting have had significant
advances yielding high accuracies. Those approaches often use information about channel …

A parallel adaboost method for device-free indoor localization

Z Liu, D Liu, J Xiong, X Yuan - IEEE Sensors Journal, 2021 - ieeexplore.ieee.org
Device-free indoor localization methods based on Channel State Information (CSI) have
become an increasingly important technique. The Naive Bayes (NB) classifier has been …

Physical tampering detection using single COTS Wi-Fi endpoint

PY Chan, AIC Lai, PY Wu, RB Wu - Sensors, 2021 - mdpi.com
This paper proposes a practical physical tampering detection mechanism using inexpensive
commercial off-the-shelf (COTS) Wi-Fi endpoint devices with a deep neural network (DNN) …

Source localization using rss measurements with sensor position uncertainty

Q Wang, X Li - International Journal of Distributed Sensor …, 2023 - Wiley Online Library
Received signal strength‐(RSS‐) based localization has attracted considerable attention for
its low cost and easy implementation. In plenty of existing work, sensor positions, which play …

Machine learning for practical localization system using multiview CSI

M Kim, D Han, JKK Rhee - IEEE Access, 2020 - ieeexplore.ieee.org
Various machine learning techniques on indoor localization using radio signals are being
rapidly developed to achieve a sub-meter accuracy under noisy and complex environments …