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Crámer-Rao Bound Analysis for Mixed-ADC Direction of Arrival Estimation in Two-Dimensional Arrays

Schnelle Fakten

  • Interne Autorenschaft

  • Weitere Publizierende

    Moritz Kahlert, Marius Pesavento, Claas Tebruegge, Markus Gardill

  • Veröffentlichung

    • 2025
  • Titel der Zeitschrift/Zeitung

    IEEE Journal of Selected Topics in Signal Processing

  • Organisationseinheit

  • Fachgebiete

    • Elektrotechnik allgemein
  • Format

    Journalartikel (Artikel)

Zitat

M. Kahlert, T. Fei, M. Pesavento, C. Tebruegge, and M. Gardill, “Crámer-Rao Bound Analysis for Mixed-ADC Direction of Arrival Estimation in Two-Dimensional Arrays,” IEEE Journal of Selected Topics in Signal Processing, 2025 [Online]. Available: https://ieeexplore.ieee.org/document/11173963

Abstract

Digital modulation schemes, such as phase-modulated continuous wave (PMCW) and orthogonal frequency-division multiplexing (OFDM), require high-sampling analog to-digital converters (ADCs), which are power-consuming and costly. As the trend indicates an increase in the number of antennas employed, the issue becomes more critical. Mixed-analog-to-digital converter (ADC) arrays, combining high- and low-resolution ADCs, have recently been investigated to address this issue. In high-resolution radar systems, accurately estimating target positions requires capturing range, Doppler, azimuth, and elevation information. To achieve reliable azimuth and elevation estimation, two-dimensional antenna layouts are essential. Previous studies have focused solely on one-dimensional mixed-ADC assignments, such as uniform linear arrays (ULAs) and sparse linear arrays (SLAs). This paper addresses this problem by providing an analytical derivation of the multivariate Crámer-Rao bound (CRB) for estimating azimuth and elevation jointly in mixed-ADC arrays. Simulation results indicate that optimizing mixed-ADC assignment, i.e., identifying the optimal locations of high- and low-resolution ADCs, enhances the direction of arrival (DoA) estimation accuracy.

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