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 …
Localization as a key enabler of 6G wireless systems: A comprehensive survey and an outlook
SE Trevlakis, AAA Boulogeorgos… - IEEE Open Journal …, 2023 - ieeexplore.ieee.org
When fully implemented, sixth generation (6G) wireless systems will constitute intelligent
wireless networks that enable not only ubiquitous communication but also high-accuracy …
wireless networks that enable not only ubiquitous communication but also high-accuracy …
WiFi vision: Sensing, recognition, and detection with commodity MIMO-OFDM WiFi
Indoor human sensing, recognition, and detection, as key enablers of building smart
environments, such as smart home, smart retail, and smart museum, have gained …
environments, such as smart home, smart retail, and smart museum, have gained …
Cooperative deep-learning positioning in mmWave 5G-advanced networks
BC Tedeschini, M Nicoli - IEEE Journal on Selected Areas in …, 2023 - ieeexplore.ieee.org
In application verticals that rely on mission-critical control, such as cooperative intelligent
transport systems (C-ITS), 5G-Advanced networks must be able to provide dynamic …
transport systems (C-ITS), 5G-Advanced networks must be able to provide dynamic …
On the latent space of mmwave MIMO channels for NLOS identification in 5G-advanced systems
In mission-critical verticals such as automated driving, 5G-advanced networks must provide
centimeter-level dynamic positioning along with ultra-reliable low-latency communication …
centimeter-level dynamic positioning along with ultra-reliable low-latency communication …
An overview of massive MIMO localization techniques in wireless cellular networks: Recent advances and outlook
O Alamu, B Iyaomolere, A Abdulrahman - Ad Hoc Networks, 2021 - Elsevier
The massive multiple-input-multiple-output (mMIMO) antenna systems are well known for
their capability to achieve high spectral efficiency in wireless communication systems thanks …
their capability to achieve high spectral efficiency in wireless communication systems thanks …
Seeing the unseen: Wifi-based 2D human pose estimation via an evolving attentive spatial-Frequency network
Camera-based human pose estimation has become popular due to its wide applications
and easy implementation. However, it is not applicable under several circumstances such as …
and easy implementation. However, it is not applicable under several circumstances such as …
CSI2Image: Image reconstruction from channel state information using generative adversarial networks
S Kato, T Fukushima, T Murakami, H Abeysekera… - IEEE …, 2021 - ieeexplore.ieee.org
This study aims to determine the upper limit of the wireless sensing capability of acquiring
physical space information. This is a challenging objective because, at present, wireless …
physical space information. This is a challenging objective because, at present, wireless …
Device-free activity detection and wireless localization based on CNN using channel state information measurement
In this paper, a novel decoupled device-free activity detection and position estimation
scheme is proposed using convolutional neural networks and channel state information …
scheme is proposed using convolutional neural networks and channel state information …
A tutorial on 5G positioning
The widespread adoption of the fifth generation (5G) of cellular networks has brought new
opportunities for localization-based services. High-precision positioning use cases and …
opportunities for localization-based services. High-precision positioning use cases and …