학술논문

Measurement-Based Analysis of Millimeter-Wave Channel Sparsity
Document Type
Periodical
Source
IEEE Antennas and Wireless Propagation Letters Antennas Wirel. Propag. Lett. Antennas and Wireless Propagation Letters, IEEE. 22(4):784-788 Apr, 2023
Subject
Fields, Waves and Electromagnetics
Antenna measurements
Measurement
Indexes
Millimeter wave communication
Microwave measurement
Antennas
Antenna arrays
60 GHz
channel modeling
Gini index
++%24k%24<%2Ftex-math>+<%2Finline-formula>+<%2Fnamed-content>-factor%22"> $k$ -factor
spatial degrees of freedom (DoF)
Language
ISSN
1536-1225
1548-5757
Abstract
Millimeter-wave (mmWave) channel sparsity is widely exploited to reduce the complexity of compressed sensing and beamtracking algorithms for 5G, yet there are still many misconceptions about it: that it arises from pencilbeam antennas admitting just a few paths, that the channel in fact has just a few paths, and that the channel is always sparse. What is missing to confirm these conjectures is a measurement-based analysis, to our knowledge conducted by only two papers thus far, however, both at microwave (5 GHz), in a single environment, and based on just a few ($\leq$49) measurements. For conclusive analysis on mmWave sparsity, we have collected measurements with our high-resolution 3-D double-directional 60 GHz channel sounder in three indoor and two outdoor environments, comprising a total of 750 measurements while investigating both line-of-sight (LoS) and obstructed LoS (OLoS) conditions. We learned that in LoS, the channel is always sparse that sparsity drops notably from LoS to OLoS and that mmWave sparsity is inherent to the channel itself—not to pencilbeam antennas—since our sounder has omnidirectional field-of-view. We also propose a sparsity metric that accounts for channels with just a few paths, which we found to occur in some environments.