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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 …
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 …
information (CSI)-based localization for Massive MIMO cellular systems. We discuss the …
Deep learning-based multi-user positioning in wireless FDMA cellular networks
In Cooperative Intelligent Transportation Systems (C-ITS) and Connected Automated
Vehicles (CAV), accessing multiple users and providing high-precision positioning are both …
Vehicles (CAV), accessing multiple users and providing high-precision positioning are both …
Unsupervised view-selective deep learning for practical indoor localization using CSI
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 …
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
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 …
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 …
for commercially available off-the-shelf hardware. By utilizing colocated WiFi devices, this …
Machine learning for practical localization system using multiview CSI
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 …
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 …
In this research, we focus on studying the performance of indoor positioning systems that …
Privacy-aware localization enhancement based on intelligent reconfigurable surfaces
5G networks enhance the localization performance for both legitimate, yet also for the
misuse by adversarial devices. To distinguish between legitimate and adversarial devices …
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 …
in location-based services (LBS) for commercial, military, and social applications. While the …