Coverage prediction models for 60 GHz links in urban areas

Accurate RF planning is key to successful deployment of 60 GHz systems, especially, given the uncertainty about higher propagation losses at higher frequencies. Robust and reliable propagation models are essential and not available. Accuracy and robustness are obtained with a massive and statistically significant measurement data set. We present a comprehensive analysis of directional measurements collected from over 1,070 links at 60 GHz, aimed at reliably characterizing 90% coverage in urban street canyon environments using a rooftop base station (BS) under three relevant propagation conditions: same-street coverage with unobstructed antennas, around-the-corner coverage, and coverage with BS hidden from street view by a rooftop parapet. We find that the classical "slope-and-intercept" accurately predicts path gain for same street coverage with the antenna unobstructed by rooftop elements, achieving root mean square errors (RMSE) of 2.7 dB for line-of-sight (LOS) and 4.5 dB for non-line-of-sight (NLOS) links. This contrasts with RMSEs of 3.1 dB for LOS and 13.7 for NLOS of the 3GPP models. For NLOS links around street corners, a single-slope diffraction-based model is shown to predict path-losses with RMSEs of 4.3 dB or less. We present a Knife-Edge Diffraction model to characterize the channel when antennas are obstructed by building parapets, resulting in an RMSE of 3.1 dB. Antenna gain degradation due to multipath for a 10° half-power-beam width antenna was found to be significant for obstructed paths, requiring a 5.8 dB margin to cover 90% of users for around-the-corner links. Our study also shows that, even when a narrow angular spread causes the directive antenna to achieve nearly nominal gain, small-scale spatial fades can exceed 10 dB for 10% of users. This phenomenon is explained by angular spectra composed of multiple similar-power wave fronts that interact constructively and destructively. Finally, we characterize the penalty incurred by selecting a limited number of best-on-average fixed directions instead of the best direction over the full azimuth at each location. Selecting a single direction along the street with a 10° half-power beamwidth antenna results in a penalty of 7 dB if the aim is 90% user coverage in that street. This loss occurs because, even under these conditions, not all users will be on the antenna's boresight. In contrast, losses can exceed 15 dB for 90% coverage in our NLOS scenarios when scanning is limited to the three best average directions.

Authors

Institutions

Publication Details

Journal
Scientific Reports
Published
2026-03-13
DOI
https://doi.org/10.1038/s41598-026-41462-x
Primary Topic
Millimeter-Wave Propagation and Modeling
Type
article
Field-Weighted Citation Impact
0.00

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Coverage prediction models for 60 GHz links in urban areas

Rodolfo Feick, Reinaldo A. Valenzuela, Andreia Lopes, Dmitry Chizhik et al.
Scientific Reports
Millimeter-Wave Propagation and Modeling
article

Coverage prediction models for 60 GHz links in urban areas

Rodolfo Feick, Reinaldo A. Valenzuela, Andreia Lopes, Dmitry Chizhik, Mauricio Rodríguez, Jinfeng Du, Jakub Sapis
article en

Abstract

Accurate RF planning is key to successful deployment of 60 GHz systems, especially, given the uncertainty about higher propagation losses at higher frequencies. Robust and reliable propagation models are essential and not available. Accuracy and robustness are obtained with a massive and statistically significant measurement data set. We present a comprehensive analysis of directional measurements collected from over 1,070 links at 60 GHz, aimed at reliably characterizing 90% coverage in urban street canyon environments using a rooftop base station (BS) under three relevant propagation conditions: same-street coverage with unobstructed antennas, around-the-corner coverage, and coverage with BS hidden from street view by a rooftop parapet. We find that the classical "slope-and-intercept" accurately predicts path gain for same street coverage with the antenna unobstructed by rooftop elements, achieving root mean square errors (RMSE) of 2.7 dB for line-of-sight (LOS) and 4.5 dB for non-line-of-sight (NLOS) links. This contrasts with RMSEs of 3.1 dB for LOS and 13.7 for NLOS of the 3GPP models. For NLOS links around street corners, a single-slope diffraction-based model is shown to predict path-losses with RMSEs of 4.3 dB or less. We present a Knife-Edge Diffraction model to characterize the channel when antennas are obstructed by building parapets, resulting in an RMSE of 3.1 dB. Antenna gain degradation due to multipath for a 10° half-power-beam width antenna was found to be significant for obstructed paths, requiring a 5.8 dB margin to cover 90% of users for around-the-corner links. Our study also shows that, even when a narrow angular spread causes the directive antenna to achieve nearly nominal gain, small-scale spatial fades can exceed 10 dB for 10% of users. This phenomenon is explained by angular spectra composed of multiple similar-power wave fronts that interact constructively and destructively. Finally, we characterize the penalty incurred by selecting a limited number of best-on-average fixed directions instead of the best direction over the full azimuth at each location. Selecting a single direction along the street with a 10° half-power beamwidth antenna results in a penalty of 7 dB if the aim is 90% user coverage in that street. This loss occurs because, even under these conditions, not all users will be on the antenna's boresight. In contrast, losses can exceed 15 dB for 90% coverage in our NLOS scenarios when scanning is limited to the three best average directions.

Scientific Reports
Nokia (Finland) (FI), Centro Científico Tecnológico de Valparaíso (CL), Pontificial Catholic University of Valparaiso (CL)
Pontificia Universidad Católica de Valparaíso, CYTED Ciencia y Tecnología para el Desarrollo, Agencia Nacional de Investigación y Desarrollo
Sustainable cities and communities
Openalex Percentile: Top 23%
Millimeter-Wave Propagation and Modeling
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.