Receiver Design for OFDM Schemes With Low-Resolution ADCs

IF 5.3 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC IEEE Open Journal of Vehicular Technology Pub Date : 2024-04-17 DOI:10.1109/OJVT.2024.3390204
João Madeira;Zahra Mokhtari;João Guerreiro;Rui Dinis
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Abstract

Is is widely known that the power consumption of Analog-to-Digital Converters (ADCs) is strongly related with the number of bits of resolution. Using smaller resolutions can greatly reduce the power consumption of the RX frontend. However, the use of low-resolution ADCs introduces significant nonlinear distortion, especially when Orthogonal Frequency Division Multiplexing (OFDM) signals are employed, which might severely degrade performance. In this work, we consider nonlinear effects at the receiver side, associated with quantization and saturation of low-resolution ADCs, and we propose a Generalized Approximate Message Passing (GAMP) receiver that is specially designed to cope with nonlinear effects at the OFDM receiver. We show that our receiver can significantly mitigate the distortion that arises from low-resolution ADCs, allowing larger M-ary Quadrature Amplitude Modulation (M-QAM) constellations to be employed. The proposed receiver is shown to be robust to strong channel fading effects, as well as errors during the channel estimation process.
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使用低分辨率 ADC 的 OFDM 方案接收器设计
众所周知,模数转换器(ADC)的功耗与分辨率的位数密切相关。使用较小的分辨率可以大大降低 RX 前端的功耗。然而,使用低分辨率模数转换器会带来显著的非线性失真,尤其是在使用正交频分复用(OFDM)信号时,可能会严重降低性能。在这项工作中,我们考虑了接收器端的非线性效应,这与低分辨率 ADC 的量化和饱和有关,我们还提出了一种广义近似信息传递(GAMP)接收器,这种接收器是专门为应对 OFDM 接收器的非线性效应而设计的。我们的研究表明,我们的接收器能显著减轻低分辨率 ADC 产生的失真,从而允许采用更大的 Mary Quadrature Amplitude Modulation (M-QAM) 星群。研究表明,所提出的接收器对强信道衰落效应以及信道估计过程中的误差具有鲁棒性。
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来源期刊
CiteScore
9.60
自引率
0.00%
发文量
25
审稿时长
10 weeks
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