CSI-based multi-antenna and multi-point indoor positioning using probability fusion

E Gönültaş, E Lei, J Langerman… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Channel state information (CSI)-based fingerprinting via neural networks (NNs) is a
promising approach to enable accurate indoor and outdoor positioning of user equipment …

Indoor localization with robust global channel charting: A time-distance-based approach

M Stahlke, G Yammine, T Feigl… - … Machine Learning in …, 2023 - ieeexplore.ieee.org
Fingerprinting (FP) significantly improves the indoor localization performance in non-line-of-
sight-dominated areas. However, its deployment and maintenance is cost-intensive as it …

Wireless channel charting: Theory, practice, and applications

P Ferrand, M Guillaud, C Studer… - IEEE Communications …, 2023 - ieeexplore.ieee.org
Channel charting is a recently proposed framework that applies dimensionality reduction to
channel state information (CSI) in wireless systems with the goal of associating a pseudo …

Velocity-based channel charting with spatial distribution map matching

M Stahlke, G Yammine, T Feigl… - IEEE Journal of …, 2024 - ieeexplore.ieee.org
Radio fingerprinting (FP) technologies improve localization performance in challenging non-
line-of-sight environments. However, FP is expensive as its life cycle management requires …

Angle-delay profile-based and timestamp-aided dissimilarity metrics for channel charting

P Stephan, F Euchner… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Channel charting is a self-supervised learning technique whose objective is to reconstruct a
map of the radio environment, called channel chart, by taking advantage of similarity …

Optimizing multicarrier multiantenna systems for los channel charting

T Yassine, L Le Magoarou, M Crussière… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Channel charting (CC) consists in learning a map** between the space of raw channel
observations, made available from pilot-based channel estimation in multicarrier …

Channel charting for pilot reuse in mMTC with spatially correlated MIMO channels

L Ribeiro, M Leinonen, H Djelouat… - 2020 IEEE Globecom …, 2020 - ieeexplore.ieee.org
Massive multiple-input multiple-output (MIMO) systems and pilot reuse are essential
ingredients for internet of things (IoT) networks and massive machine-type communications …

Channel charting aided pilot reuse for massive MIMO systems with spatially correlated channels

L Ribeiro, M Leinonen, H Al-Tous… - IEEE Open Journal …, 2022 - ieeexplore.ieee.org
Massive multiple-input multiple-output (mMIMO) technology is a way to increase spectral
efficiency and provide access to the Internet of Things (IoT) and machine-type …

Sensor network localization via Riemannian conjugate gradient and rank reduction: An extended version

Y Li, X Sun - arxiv preprint arxiv:2403.08442, 2024 - arxiv.org
This paper addresses the Sensor Network Localization (SNL) problem using received signal
strength. The SNL is formulated as an Euclidean Distance Matrix Completion (EDMC) …

Not-too-deep channel charting (N2D-CC)

P Agostini, Z Utkovski, S Stańczak… - 2022 IEEE Wireless …, 2022 - ieeexplore.ieee.org
Channel charting (CC) is an emerging machine learning method for learning a lower-
dimensional representation of channel state information (CSI) in multi-antenna systems …