Intelligent Reflecting Surface Enabled Sensing: Cramér-Rao Bound Optimization

Xianxin Song, Jie Xu, Fan Liu, Tony Xiao Han, Yonina C. Eldar

Research output: Contribution to journalArticlepeer-review

Abstract

This article investigates intelligent reflecting surface (IRS) enabled non-line-of-sight (NLoS) wireless sensing, in which an IRS is deployed to assist an access point (AP) to sense a target at its NLoS region. It is assumed that the AP is equipped with multiple antennas and the IRS is equipped with a uniform linear array. We consider two types of target models, namely the point and extended targets, for which the AP aims to estimate the targets direction-of-arrival (DoA) and the target response matrix with respect to the IRS, respectively, based on the echo signals from the AP-IRS-target-IRS-AP link. Under this setup, we jointly design the transmit beamforming at the AP and the reflective beamforming at the IRS to minimize the Cramér-Rao bound (CRB) on the estimation error. Towards this end, we first obtain the CRB expressions in closed form. It is shown that for the point target, the CRB for estimating the DoA depends on both the transmit and reflective beamformers; while for the extended target, the CRB for estimating the target response matrix only depends on the transmit beamformers. Next, we optimize the joint beamforming design to minimize the CRB for the point target via alternating optimization, semi-definite relaxation, and successive convex approximation. We also obtain the optimal transmit beamforming solution in closed form to minimize the CRB for the extended target. Numerical results show that for both cases, the proposed designs based on CRB minimization achieve improved sensing performances than other traditional schemes.

Original languageEnglish
Pages (from-to)2011-2026
Number of pages16
JournalIEEE Transactions on Signal Processing
Volume71
DOIs
StatePublished - 29 May 2023

Keywords

  • Cramér-Rao bound
  • Intelligent reflecting surface
  • joint transmit and reflective beamforming
  • non-line-of-sight wireless sensing

All Science Journal Classification (ASJC) codes

  • Signal Processing
  • Electrical and Electronic Engineering

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