SNR Scaling Laws for Radio Sensing with Extremely Large-Scale MIMO

TL;DR

This paper investigates the SNR scaling laws for radio sensing using extremely large-scale MIMO arrays, accounting for near-field effects and spherical wavefronts, revealing more practical scaling behaviors than traditional models.

Contribution

It develops a generic model for XL-MIMO radar that considers spherical wavefronts and derives new closed-form SNR expressions, highlighting practical scaling laws.

Findings

SNR scales differently under realistic models compared to UPW assumptions.

XL-phased-array radar SNR increases with diminishing returns with M and N.

XL-MIMO radar SNR first increases then decreases with M.

Abstract

Mobile communication networks were designed to mainly support ubiquitous wireless communications, yet they are expected to also achieve radio sensing capabilities in the near future. Most prior studies on radar sensing focus on distant targets, which usually rely on far-field assumption with uniform plane wave (UPW) models. However, with ever-increasing antenna size, together with the growing need to also sense nearby targets, the far-field assumption may become invalid. This paper studies radar sensing with extremely large-scale (XL) antenna arrays, where a generic model that takes into account both spherical wavefront and amplitude variations across array elements is developed. Furthermore, new closed-form expressions of the sensing signal-to-noise ratios (SNRs) are derived for both XL-MIMO radar and XL-phased-array radar modes. Our results reveal that different from the conventional UPW model where the SNR scales linearly and unboundedly with N for MIMO radar and with MN for phased-array radar, with M and N being the transmit and receive antenna numbers, respectively, more practical SNR scaling laws are obtained. For XL-phased-array radar with optimal power allocation, the SNR increases with M and N with diminishing returns, governed by new parameters called the transmit and receive angular spans. On the other hand, for XL-MIMO radar, while the same SNR scaling as XL-phased-array radar is obeyed for N, the SNR first increases and then decreases with M.