Dual-band Transmitter Linearization using Spiking Neural Networks

被引:0
|
作者
Wang, Siqi [1 ]
Ferreira, Pietro M.
Benlarbi-Delai, Aziz
机构
[1] Sorbonne Univ, Lab Genie Elect & Elect Paris, CNRS, F-75252 Paris, France
来源
2022 ASIA-PACIFIC MICROWAVE CONFERENCE (APMC) | 2022年
关键词
Artificial intelligence (AI); linearization; multi-band; power amplifiers; spiking neuron networks (SNN); DIGITAL PREDISTORTION; NEURONS;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this paper, a novel way for dual-band power amplifiers (PA) linearization is proposed based on spiking neuron networks (SNN). A dual-input dual-output SNN is interacted with classical memory polynomial model, which can largely reduce the computational complexity. The experimental results on a real PA show that the proposed method can reach similar linearization performance compared with traditional methods but with low energy consumption. This is the first time that the SNN is deployed for multi-band PA linearization. Future work is to develop a trainable SNN model for real-time PA linearization.
引用
收藏
页码:509 / 511
页数:3
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