Ziv–Zakai Bound for UAV Monopulse Terrain Profiling

Authors

DOI:

https://doi.org/10.18372/1990-5548.89.21483

Keywords:

UAV radar altimetry, monopulse, Ziv–Zakai bound, terrain-referenced navigation, low-signal-to-noise estimation, threshold effect, rough-surface scattering, pulse extension, Cramér–Rao bound, Monte–Carlo simulation

Abstract

A closed-form Ziv–Zakai bound for the mean-square error of UAV monopulse terrain-height estimation under rough-surface pulse broadening is derived. The delay and bearing bounds are obtained from the δ-dependent Gaussian autocorrelation and propagated through the height map. The resulting expression is valid from the prior-dominated low-SNR region to the high-SNR Cramér–Rao regime and yields an analytical threshold rule depending on δ and the matched-filter search window. Monte–Carlo simulation for SNR from −10 to 30 dB, δ from 1.0 to 2.0, and N = 16 coherent pulses shows that the bound follows the empirical RMSE within 1 dB in the threshold and asymptotic regions, while the Cramér–Rao bound underestimates the error by up to 7 dB below threshold. The derived bound therefore provides a closed-form low-SNR accuracy limit for monopulse UAV terrain profiling.

Author Biography

Yaroslav Babitskiy , National Aerospace University “Kharkiv Aviation Institute”

Postgraduate Student

Department of Aerospace Radioelectronic Systems

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Published

2026-09-18

How to Cite

Babitskiy , Y. (2026). Ziv–Zakai Bound for UAV Monopulse Terrain Profiling. Electronics and Control Systems, 3(89), 122–128. https://doi.org/10.18372/1990-5548.89.21483

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ELECTRONICS, ELECTRONIC COMMUNICATIONS, INSTRUMENTATION AND RADIO ENGINEERING