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 …

Towards robust WiFi fingerprint-based vehicle tracking in dynamic indoor parking environments: An online learning framework

K Liu, F Jin, J Hu, R Xie, F Gu, S Guo… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
The variation of wireless signal in dynamic indoor parking environments may seriously
compromise the performance of fingerprint-based localization methods. In this regard, this …

Learning to detect anomalous wireless links in iot networks

G Cerar, H Yetgin, B Bertalanic, C Fortuna - IEEE Access, 2020 - ieeexplore.ieee.org
After decades of research, Internet of Things (IoT) is finally permeating real-life and helps
improve the efficiency of infrastructures and processes as well as our health. As massive …

Adaptive scheme of denoising autoencoder for estimating indoor localization based on RSSI analytics in BLE environment

K Kim, J Lee - Sensors, 2023 - mdpi.com
In indoor environments, estimating localization using a received signal strength indicator
(RSSI) is difficult because of the noise from signals reflected and refracted by walls and …

XAI empowered dual band Wi-Fi based indoor localization via ensemble learning

AG Kakisim, Z Turgut, T Atmaca - … on Network of the Future (NoF …, 2023 - ieeexplore.ieee.org
Wi-Fi technology is widely used in indoor positioning systems due to its ubiquitous presence
in almost every building and its cost-effectiveness without requiring additional hardware. To …

Automatic radio map adaptation for wifi fingerprint positioning systems

X Chen, A Peng, B Tang - 2020 5th International Conference …, 2020 - ieeexplore.ieee.org
This paper proposes an efficient algorithm for identifying outdated access points (APs) in the
fingerprint database. The relationship between physical distance in twodimensional space …

Effective Vehicle Tracking in Dynamic Indoor Parking Area based on Hidden Markov Model and Online Learning

F Jin, K Liu, J Hu, F Gu, VCS Lee… - 2022 IEEE 25th …, 2022 - ieeexplore.ieee.org
As a fundamental requirement for Intelligent Transportation System (ITS), reliable and
pervasive vehicular localization has attracted considerable attention. However, it is still …

Toward robust and adaptive pedestrian monitoring using CSI: design, implementation, and evaluation

J Liu, K Liu, F Jin, L Gong - Neural Computing and Applications, 2022 - Springer
This work puts the first effort on investigating robust and adaptive pedestrian passing
detection and direction recognition based on WiFi Channel State Information (CSI) …

An efficient csi-based pedestrian monitoring approach via single pair of wifi transceivers

J Liu, K Liu, F Jin, D Wang, G Yan, K Xiao - International conference on …, 2021 - Springer
Pedestrian monitoring is a very important issue in many sensitive areas. Traditional
technologies mainly include computer vision, infrared imaging, WiFi sniffing, etc …