Wideband Compressed-Domain Cramér--Rao Bounds for Near-Field XL-MIMO: Data and Geometric Diversity Decomposition
Abstract
Wideband orthogonal frequency-division multiplexing (OFDM) over extremely large-scale MIMO (XL-MIMO) arrays in the near-field Fresnel regime suffers from a coupled beam-squint and wavefront-curvature effect that renders single-frequency covariance models severely biased: the per-subcarrier compressed covariance diverges from the center-frequency model by 64% at ~MHz and by 177% at ~MHz. We derive the wideband compressed-domain Cramér--Rao bound (CRB) for hybrid analog--digital architectures and decompose the Fisher information gain into a dominant data-diversity term that scales as ~dB and a secondary geometric-diversity term arising from frequency-dependent curvature. At 28~GHz with antennas, RF chains, and subcarriers, wideband processing yields ~dB of CRB improvement at ~MHz, of which ~dB is attributable to geometric diversity.
Source: arXiv:2604.08531v1 - http://arxiv.org/abs/2604.08531v1 PDF: https://arxiv.org/pdf/2604.08531v1 Original Link: http://arxiv.org/abs/2604.08531v1