Active Reconfigurable Intelligent Surface-Aided Over-the-Air Computation Networks

被引:1
|
作者
Wei, Baoyuan [1 ]
Zhang, Ping [2 ]
Zhang, Qi [1 ]
机构
[1] Sun Yat Sen Univ, Sch Elect & Informat Technol, Guangzhou 510006, Peoples R China
[2] Sun Yat Sen Univ, Guangzhou 510275, Peoples R China
基金
中国国家自然科学基金;
关键词
Wireless communication; Sensors; Wireless sensor networks; Optimization; Array signal processing; Linear programming; Atmospheric modeling; Over-the-air computation (AirComp); reconfigurable intelligent surface (RIS); computation mean square error (CMSE); REFLECTING SURFACE; WIRELESS NETWORK; OPTIMIZATION;
D O I
10.1109/LWC.2024.3363214
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The active reconfigurable intelligent surface (RIS), with the ability to jointly reflect and amplify incident signals, significantly improves the quality of wireless channels. In this letter, we propose an active RIS-aided over-the-air computation (AirComp) network. In the network, an active RIS assists to effectively aggregate the massive data from multiple sensors to the access point. To minimize the computation mean square error, the alternating optimization algorithm is proposed, where the closed-form receiving beamforming at the access point, the semi-closed-form reflection coefficients at the active RIS, and the semi-closed-form transmission scalars at sensors are alternatively updated. Numerical results demonstrate that the proposed active RIS-aided AirComp network outperforms the passive RIS-aided network and the network without RIS.
引用
收藏
页码:1148 / 1152
页数:5
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