A comprehensive survey of machine learning based localization with wireless signals

D Burghal, AT Ravi, V Rao, AA Alghafis… - arxiv preprint arxiv …, 2020 - arxiv.org
The last few decades have witnessed a growing interest in location-based services. Using
localization systems based on Radio Frequency (RF) signals has proven its efficacy for both …

DNN-based localization from channel estimates: Feature design and experimental results

P Ferrand, A Decurninge… - GLOBECOM 2020-2020 …, 2020 - ieeexplore.ieee.org
We consider the use of deep neural networks (DNNs) in the context of channel state
information (CSI)-based localization for Massive MIMO cellular systems. We discuss the …

Deep learning-based multi-user positioning in wireless FDMA cellular networks

Z Chen, Z Zhang, Z **ao, Z Yang… - IEEE Journal on Selected …, 2023 - ieeexplore.ieee.org
In Cooperative Intelligent Transportation Systems (C-ITS) and Connected Automated
Vehicles (CAV), accessing multiple users and providing high-precision positioning are both …

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 …

Localization attack by precoder feedback overhearing in 5G networks and countermeasures

S Roth, S Tomasin, M Maso… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
In fifth-generation (5G) cellular networks, users feed back to the base station the index of the
precoder (from a codebook) to be used for downlink transmission. The precoder is strongly …

WS-WiFi: Wired synchronization for CSI extraction on COTS-WiFi-Transceivers

S Tewes, A Sezgin - IEEE Internet of Things Journal, 2021 - ieeexplore.ieee.org
WiFi channel state information (CSI) is a key enabler of precise radio sensing applications
for commercially available off-the-shelf hardware. By utilizing colocated WiFi devices, this …

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 …

[PDF][PDF] Ensemble learning model for Wifi indoor positioning systems

DT Pham, TTN Mai - IAES International Journal of …, 2021 - pdfs.semanticscholar.org
WiFi indoor positioning researches have received much attention from researchers recently.
In this research, we focus on studying the performance of indoor positioning systems that …

Privacy-aware localization enhancement based on intelligent reconfigurable surfaces

S Roth, R Bessel, A Sezgin - 2021 17th International …, 2021 - ieeexplore.ieee.org
5G networks enhance the localization performance for both legitimate, yet also for the
misuse by adversarial devices. To distinguish between legitimate and adversarial devices …

Improved Indoor Localization with Machine Learning Techniques for IoT applications

MWP Maduranga - arxiv preprint arxiv:2402.11433, 2024 - arxiv.org
The rise of the Internet of Things (IoT) and mobile internet applications has spurred interest
in location-based services (LBS) for commercial, military, and social applications. While the …