Simple Design of Maximum Likelihood Demodulation in Receiver With Few-Bit ADCs for Amplitude-Modulated Signals

被引:6
|
作者
Tatematsu, Akihiko [1 ]
Hatano, Hiroyuki [1 ]
Sanada, Kosuke [1 ]
Mori, Kazuo [1 ]
Tanaka, Hiroya [2 ]
Tadokoro, Yukihiro [3 ]
机构
[1] Mie Univ, Grad Sch Engn, Dept Elect & Elect Engn, Tsu, Mie 5148507, Japan
[2] Toyota Cent Res & Dev Labs Inc, Nagakute, Aichi 4801192, Japan
[3] Toyota Res Inst North Amer, Ann Arbor, MI 48105 USA
关键词
Demodulation; Symbols; Costs; Hardware; Receivers; Behavioral sciences; Wireless communication; Few-bit analog-to-digital converter; stochastic resonance; maximum likelihood; moments; hardware cost; LOW-RESOLUTION ADCS; NOISE;
D O I
10.1109/TCSII.2022.3197293
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
An analog-to-digital converter (ADC) with a simple structure but low resolution(few-bits or even one-bit) is emerging to reduce circuit cost and energy consumption, in addition to achieving a high sampling rate. Against these advances, the nonlinear response in the few-bit ADC deteriorates the shape of the input signal, resulting in a significant performance degradation. For example, in broadband wireless communications, the transmitted data often fails to be demodulated correctly. To address this issue, this brief presents a simple design framework for maximum likelihood (ML) demodulation in a receiver with few-bit ADCs, achieving fewer demodulation errors and lesser hardware costs. Based on the statistical behavior of the ADC output, we theoretically introduce three methods to calculate the likelihood simply. Considering that the increased sequence length of the ADC output reduces the demodulation error, our theoretical and numerical investigations show that using the ML-based method with higher-order moments is beneficial for achieving a small demodulation error with a lower hardware cost.
引用
收藏
页码:331 / 335
页数:5
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