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RIS-assisted near-field localization using practical phase shift model
Saber Hassouna1, Muhammad Ali Jamshed2, Masood Ur-Rehman2
1James Watt School of Engineering, University of Glasgow, Glasgow, UK. s.hassouna.1@research.gla.ac.uk.
Scientific Reports
|February 22, 2024
Summary
This study investigates user equipment localization using reconfigurable intelligent surfaces (RIS). Findings show that realistic amplitude models, unlike unity assumptions, improve accuracy but impact data rates in near-field scenarios.
Area of Science:
- Wireless communication
- Signal processing
- Electromagnetics
Background:
- Accurate localization of user equipment (UE) is crucial for advanced wireless services.
- Reconfigurable intelligent surfaces (RIS) offer potential for enhancing wireless communication environments.
- Existing models often oversimplify RIS behavior, particularly amplitude variations.
Purpose of the Study:
- To analyze user equipment localization performance using RIS-based lenses in the uplink.
- To evaluate the impact of realistic RIS phase-dependent amplitude variations on localization accuracy and data rates.
- To propose a simplified localization algorithm to mitigate computational complexity.
Main Methods:
- Fisher Information Matrix (FIM) analysis for localization performance.
- Modeling of actual RIS phase-dependent amplitude variations.
- Development of an angular expansion-based localization algorithm.
- Near-field region analysis of Position Error Bound (PEB) and Root Mean Square Error (RMSE).
Main Results:
- Superior localization performance is achieved with prior location information.
- Realistic RIS amplitude models reveal increased localization error and degraded data rates for amplitude values less than one in the near-field.
- The widely used unity amplitude assumption for RIS phase shifts is demonstrated to be inaccurate.
Conclusions:
- Realistic modeling of RIS amplitude variations is essential for accurate near-field localization.
- The proposed angular expansion algorithm offers a computationally efficient approach to localization.
- Future research should consider these realistic amplitude effects for optimized RIS-aided wireless systems.
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