Channel Charting: Locating Users Within the Radio Environment Using Channel State Information

Channel Charting: Locating Users Within the Radio Environment Using Channel State Information

We propose channel charting (CC), a novel framework in which a multi-antenna network element learns a chart of the radio geometry in its surrounding area. The channel chart captures the local spatial geometry of the area so that points that are close in space will also be close in the channel chart...

Full description

Bibliographic Details
Main Authors: Christoph Studer, Said Medjkouh, Emre Gonultas, Tom Goldstein, Olav Tirkkonen
Format: Article
Language:English
Published: IEEE 2018-01-01
Series:IEEE Access
Subjects:
Autoencoders
deep learning
dimensionality reduction
localization
machine learning
manifold learning massive multiple-input multiple-output (MIMO)
Online Access:https://ieeexplore.ieee.org/document/8444621/

Internet

https://ieeexplore.ieee.org/document/8444621/

Similar Items