This paper characterizes two discrete AF formulations for different Doppler regimes, namely the discrete periodic AF (DP-AF) and fast-slow-time AF (FST-AF), and derives closed-form expressions for their expected squared values and proves that attaining the lower bound at non-zero Doppler requires a periodic pilot pattern.
Abstract
Practical orthogonal frequency division multiplexing (OFDM) communication frames contain both deterministic pilots and random data payloads, motivating the joint ambiguity function (AF) analysis of the two components when the entire frame is reused for integrated sensing and communication (ISAC). This paper characterizes two discrete AF formulations for different Doppler regimes, namely the discrete periodic AF (DP-AF) and fast-slow-time AF (FST-AF), and derives closed-form expressions for their expected squared values. For the FST-AF, the expected sidelobe level (ESL) is uniform over the delay-Doppler plane and depends only on the pilot count, constellation kurtosis and total number of time-frequency resources, but not on the pilot symbols or pattern. For the DP-AF, we establish attainable lower and upper ESL bounds and show that no pilot design can minimize all sidelobes simultaneously. We further prove that attaining the lower bound at non-zero Doppler requires a periodic pilot pattern, while equally spaced chirp pilots, including Zadoff-Chu (ZC) sequences, maximize the numbers of sidelobes attaining the lower and upper bounds simultaneously. Two representative ZC pilot patterns widely encountered in communication frames are then examined: contiguous placement produces delay-Doppler ridges described by squared Dirichlet kernels, whereas equally spaced placement generates periodic peak-and-notch structures. Both regular patterns exhibit pronounced high sidelobes, suggesting that communication-oriented pilot patterns should be re-designed for delay-Doppler estimation in the context of ISAC. Numerical results validate the analysis and show that irregular pilot placement can suppress high sidelobes and improve target estimation performance.
Orthogonal frequency-division multiplexing (OFDM) is a key waveform for integrated sensing and communication (ISAC). Existing OFDM ambiguity analyses, however, typically assume fully occupied data-only waveforms, whereas practical frames contain direct-current and edge-guard nulls, fixed pilots, and random payload symb...
Orthogonal frequency-division multiplexing (OFDM) integrated sensing and communication (ISAC) reuses the entire time-frequency frame, including pilots and data payloads, for radar sensing. The random data payload, however, reduces the sensing dynamic range and degrades the target detection and parameter estimation perf...
Don-Lin Yang, Kai-Tao Meng, Fan Liu et al.· 0 citations
An analytical and optimization framework for pilot-data (P-D) OFDM sensing is established and when and how pilot placement can be exploited to regulate the sensing behavior of random OFDM communication signals is revealed, providing practical resource-design principles for OFDM-based ISAC.
Sheng-Cai Zhou, Lu-Ping Xiang, Yi Wang et al.· 0 citations
Orthogonal frequency division multiplexing (OFDM) is a key waveform for integrated sensing and communication (ISAC) systems due to its high spectral efficiency and inherent compatibility with modern wireless standards. However, its fundamental estimation-theoretic sensing performance under random data modulation remain...
Kawon Han, Kai-Tao Meng, Alexandra Chatzicharistou et al.· 2 citations· ⚡1
Cyclic prefix orthogonal frequency division multiplexing (CP-OFDM) exhibits superior delay estimation capabilities in terrestrial integrated sensing and communication (ISAC) systems. However, existing analytical frameworks cannot be directly applied to the practical underwater acoustic (UWA) OFDM system with a comb pil...
Han-Bo Jia, Lu Ma, Jia-Rui Zhang et al.· IEEE Transactions on Communi...· 0 citations
For orthogonal frequency division multiplexing (OFDM)-based integrated sensing and communication (ISAC), the maximum sensing round-trip time (RTT) delay is limited by the cyclic prefix (CP) duration. Communication-dimensioned CP durations may be insufficient for long sensing ranges, thereto symbols within the pulse rep...
F. Berggren· IEEE Communications Letters· 0 citations
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