Zero-Shot Accurate mmWave Antenna Array Calibration in the Wild

Oveys Delafrooz Noroozi, Heyu Guo, Ruiyi Shen, Zijian Shao, Haoze Chen, Kaushik Sengupta, Yasaman Ghasempour, Upamanyu Madhow

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

mmWave antenna array calibration is a necessary yet tedious and costly process in manufacturing to capture the non-idealities in phased arrays, in order to obtain codebooks for accurate and stable beam steering. Unfortunately, predefined codebooks provided by manufacturers to steer beams in a given set of directions do not support the arbitrary beam shapes required for various mmWave communication, sensing, and security applications. To create arbitrary beam patterns, one needs to first find the unknown calibration vector for the particular phased array in use. In this paper, we introduce EiCal, a novel zero-shot technique that leverages the beamforming codebook advertised by the manufacturer to extract the calibration vector at zero cost (i.e., with no additional measurements). The key idea is that the unknown desired calibration vector can be obtained via an appropriately designed eigen-decomposition of the given codebook. We experimentally demonstrate the efficacy of EiCal on a 60 GHz mmWave array for two scenarios: angle estimation using compressive pseudorandom beams, and simultaneous steering of beams and nulls. Our results also point to potential simplifications in the calibration process at the manufacturer.

Original languageEnglish (US)
Title of host publicationACM MobiCom 2024 - Proceedings of the 30th International Conference on Mobile Computing and Networking
PublisherAssociation for Computing Machinery, Inc
Pages1938-1945
Number of pages8
ISBN (Electronic)9798400704895
DOIs
StatePublished - Dec 4 2024
Event30th International Conference on Mobile Computing and Networking, ACM MobiCom 2024 - Washington, United States
Duration: Nov 18 2024Nov 22 2024

Publication series

NameACM MobiCom 2024 - Proceedings of the 30th International Conference on Mobile Computing and Networking

Conference

Conference30th International Conference on Mobile Computing and Networking, ACM MobiCom 2024
Country/TerritoryUnited States
CityWashington
Period11/18/2411/22/24

All Science Journal Classification (ASJC) codes

  • Computer Networks and Communications
  • Hardware and Architecture
  • Software

Keywords

  • antenna arrays
  • calibration
  • mmWave
  • zero-shot

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