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5G SLAM Using the Clustering and Assignment Approach with Diffuse Multipath.

Authors :
Ge, Yu
Wen, Fuxi
Kim, Hyowon
Zhu, Meifang
Jiang, Fan
Kim, Sunwoo
Svensson, Lennart
Wymeersch, Henk
Source :
Sensors (14248220); Aug2020, Vol. 20 Issue 16, p4656-4656, 1p
Publication Year :
2020

Abstract

5G communication systems operating above 24 GHz have promising properties for user localization and environment mapping. Existing studies have either relied on simplified abstract models of the signal propagation and the measurements, or are based on direct positioning approaches, which directly map the received waveform to a position. In this study, we consider an intermediate approach, which consists of four phases—downlink data transmission, multi-dimensional channel estimation, channel parameter clustering, and simultaneous localization and mapping (SLAM) based on a novel likelihood function. This approach can decompose the problem into simpler steps, thus leading to lower complexity. At the same time, by considering an end-to-end processing chain, we are accounting for a wide variety of practical impairments. Simulation results demonstrate the efficacy of the proposed approach. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
14248220
Volume :
20
Issue :
16
Database :
Complementary Index
Journal :
Sensors (14248220)
Publication Type :
Academic Journal
Accession number :
145427021
Full Text :
https://doi.org/10.3390/s20164656