Abstract
A reconfigurable intelligent surface (RIS) allows a reflection transmission path between a base station (BS) and user equipment (UE). In wireless localization, this reflection path aids in positioning accuracy, especially when the line-of-sight (LOS) path is subject to severe blockage and fading. In this paper, we develop a RIS-aided positioning framework to locate a UE in environments where the LOS path may or may not be available. We first estimate the RIS-aided channel parameters from the received signals at the UE. To infer the UE position and clock bias from the estimated channel parameters, we propose a fusion method consisting of weighted least squares over the estimates of the LOS and reflection paths. We show that this approximates the maximum likelihood estimator under the large-sample regime and when the estimates from different paths are independent. We then optimize the RIS phase shifts to improve the positioning accuracy and extend the proposed approach to the case with multiple BSs and UEs. We derive Cramér–Rao bound (CRB) and demonstrate numerically that our proposed positioning method approaches the CRB. © 2023 IEEE.
| Original language | English |
|---|---|
| Pages (from-to) | 8859-8875 |
| Journal | IEEE Transactions on Wireless Communications |
| Volume | 22 |
| Issue number | 12 |
| Online published | 18 Apr 2023 |
| DOIs | |
| Publication status | Published - Dec 2023 |
Funding
This work was supported in part by A*STAR under its RIE2020 Advanced Manufacturing and Engineering (AME) Industry Alignment Fund-Pre Positioning (IAF-PP) under Grant A19D6a0053; in part by the Singapore Ministry of Education Academic Research Fund Tier 2 under Grant MOE-T2EP20220-0002; and in part by the National Research Foundation, Singapore and Infocomm Media Development Authority under its Future Communications Research and Development Programme.
Research Keywords
- Channel estimation
- Clocks
- Cramér-Rao bound
- Estimation
- MIMO communication
- mmWave communications
- positioning
- Reconfigurable intelligent surface
- Reflection
- Three-dimensional displays
- Wireless communication
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