Cramér-Rao Bound Analysis for Cell-Free ISAC Systems with Fluid Intelligent Metasurfaces
2026-08-17 • Information Theory
Information Theory
AI summaryⓘ
The authors studied a new system where multiple distributed antennas with flexible, shape-changing surfaces (fluid intelligent metasurfaces) work together to better locate targets using wireless signals. Unlike previous setups with just one base station, their design uses many access points from different angles to improve accuracy. They mathematically showed how this multi-angle approach greatly enhances target localization compared to single-site setups. They also developed an algorithm to optimize both the antenna beams and the metasurface shapes, proving it works well in practice. Their results demonstrate notable improvements in location accuracy without hurting communication quality.
Fluid Intelligent Metasurface (FIM)Integrated Sensing and Communication (ISAC)Cell-Free ArchitectureFisher Information MatrixCramér-Rao Bound (CRB)Angular DiversityBeamformingSemidefinite RelaxationLocalizationWireless Sensing
Authors
Changhao He, Asmaa Abdallah, Ahmed M. Eltawil
Abstract
Fluid intelligent metasurface (FIM) is an emerging antenna architecture that continuously reshapes its physical geometry to optimize wireless performance. While existing studies on FIM-aided integrated sensing and communication (ISAC) rely on co-located single-base-station (BS) deployments, they fundamentally underutilize FIM's morphological flexibility due to restricted observation angles. In this paper, we investigate a FIM-augmented cell-free ISAC architecture, where distributed access points (APs) collaboratively observe a target from diverse angles. We derive the complete Fisher information matrix for target angle estimation and obtain a closed-form localization CRB that explicitly quantifies the angular diversity gain. By analyzing the block structure of the Fisher information matrix, we uncover three cell-free-specific phenomena: (i) cross-AP information coupling, (ii) multiplicative Tx--Rx FIM coupling, and (iii) angular diversity amplification. Under a 28\,GHz configuration with four APs and eight FIM elements per AP, our analysis shows that distributed angular diversity amplifies the FIM morphing gain to 15.8\,dB, compared to only 0.4\,dB in a single-AP pair deployment with the same total antenna count. We further propose an alternating optimization algorithm for joint beamforming and FIM shape design via semidefinite relaxation whose tightness is formally proved. Numerical results confirm that the proposed cell-free FIM-ISAC architecture achieves a 4.5\,dB localization CRB reduction over the single-AP fixed-array baseline at 10\,dB sensing SNR while maintaining communication quality-of-service constraints across the entire Pareto frontier.