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Performance Bounds for Single-Bit AOA-Based RF Source Localization

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Abstract

Multiple antenna arrays capable of estimating the angle of arrival (AOA) can be used to determine the position of a signal source in space. To reduce computational complexity and hardware costs, such arrays can employ single-bit analog-to-digital converters (ADCs). This work investigates the performance of 2D AOA-based localization by deriving the Cramér-Rao Lower Bound (CRLB) for both unquantized and single-bit quantized measurements. It shows that single-bit quantization results in a decrease in the localisation performance, which is more pronounced at high signal-to-noise ratios (SNRs).
Original languageEnglish
Title of host publicationICASSP 2025 - 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)
PublisherIEEE
Number of pages5
ISBN (Electronic)979-8-3503-6874-1
ISBN (Print)979-8-3503-6875-8
DOIs
Publication statusPublished - 7 Mar 2025
EventIEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP 2025 - India, Hyderabad, India
Duration: 6 Apr 202512 Apr 2025
https://2025.ieeeicassp.org/

Publication series

NameInternational Conference on Acoustics, Speech, and Signal Processing (ICASSP)
PublisherIEEE
Volume2025
ISSN (Print)1520-6149
ISSN (Electronic)2379-190X

Conference

ConferenceIEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP 2025
Abbreviated titleICASSP 2025
Country/TerritoryIndia
CityHyderabad
Period6/04/2512/04/25
Internet address

Keywords

  • 2025 OA procedure
  • single-bit quantization
  • angle of arrival estimation
  • antenna arrays
  • Cramer-Rao lower bound

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