Outdoor-to-Indoor 28 GHz Wireless Measurements in Manhattan: Path Loss, Environmental Effects, and 90% Coverage

Manav Kohli*, Abhishek Adhikari, Gulnur Avci, Sienna Brent, Aditya Dash, Jared Moser, Sabbir Hossain, Igor Kadota, Carson Garland, Shivan Mukherjee, Rodolfo Feick, Dmitry Chizhik, Jinfeng Du, Reinaldo A. Valenzuela, Gil Zussman

*Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

2 Scopus citations

Abstract

Outdoor-to-indoor signal propagation poses significant challenges to millimeter-wave link budgets. To gain insight into outdoor-to-indoor millimeter-wave at 28GHz, we conducted an extensive measurement campaign consisting of over 2,200 link measurements in West Harlem, New York City, covering seven highly diverse buildings. A path loss model constructed over all measured links shows an average of 30dB excess loss over free space at distances beyond 50m. We find the type of glass to be the dominant factor in outdoor-to-indoor loss, with 20dB observed difference between grouped scenarios with low- and high-loss glass. Other factors such as the presence of scaffolding, tree foliage, or elevated subway tracks, as well as difference in floor height are also found to have a 5-10dB impact. We show that for urban buildings with high-loss glass, outdoor-to-indoor downlink capacity up to 400Mb/s is supported for 90% of indoor customer premises equipment by a base station up to 40m away. For buildings with low-loss glass, such as our case study covering multiple classrooms of a public school, downlink capacity over 2.8/1.4Gb/s is possible from a base station 57/133m away within line-of-sight. We expect these results to help inform the planning of millimeter-wave networks targeting outdoor-to-indoor deployments in dense urban environments, as well as provide insight into the development of scheduling and beam management algorithms.

Original languageEnglish (US)
Pages (from-to)2463-2478
Number of pages16
JournalIEEE/ACM Transactions on Networking
Volume32
Issue number3
DOIs
StatePublished - Jun 1 2024

Funding

This work was supported in part by NSF under Grant CNS-1827923, Grant OAC-2029295, Grant EEC-2133516, Grant AST-2232455, Grant DGE-2036197, and Grant CNS-2148128; and in part by the Funds from Federal Agency and Industry Partners as specified in the NSF Resilient and Intelligent NextG Systems (RINGS) Program. The work of Rodolfo Feick was supported by the Chilean Research Agency Grant ANID PIA/APOYO under Grant AFB220004.

Keywords

  • 28 GHz measurements
  • 5G-and-beyond networks
  • Millimeter-wave wireless
  • path loss models
  • wireless network planning

ASJC Scopus subject areas

  • Software
  • Computer Science Applications
  • Computer Networks and Communications
  • Electrical and Electronic Engineering

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