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JSSC 2021第10期Data Converters40nmNeural Network Accelerator

A CT 2–2 MASH  ADC With Multi-Rate LMS-Based Background Calibration and Input-Insensitive Quantization-Error Extraction

一种采用多速率LMS背景校准的CT 2-2 MASH ADC,具有高温度和工作频率变化容忍度。
40nm CMOS, 8MHz带宽, 79dB DR, 78.5dB SNDR, 7.3mW模拟功耗, 16mW数字功耗
连续时间ADC多级噪声整形背景校准LMS算法温度稳定性
基于LMS算法的多速率背景校准技术
结合后置调节器和伪随机噪声注入的数字校准方法
优化的第一调制器设计以减少输入信号泄漏
Abstract
This article presents a continuous-time (CT) multi- stage noise-shaping (MASH) delta–sigma ( ) analog-to-digital converter (ADC) with enhanced tolerance to temperature and operating-frequency variations through on-chip multi-rate (MR) background calibration based on the least-mean-square (LMS) algorithm. The proposed digital calibration, which combines MR operation, post-conditioners, and pseudorandom-noise injection at the quantizer input, efficiently and accurately matches dig- ital transfer functions to the corresponding analog ones for cancellation of quantization error. The first modulator in the proposed MASH ADC considers sufficient quantizer delay and reduces input-signal leakage into the second modulator to enable successful quantization-error transmission while minimizing dis- tortion in the second stage, which cannot be tolerated in the case of calibrated digital noise-cancellation filter. A CT 2–2 MASH  ADC prototype fabricated in 40-nm CMOS achieves the dynamic range (DR) of 79 dB and the signal-to-noise and distortion ratio (SNDR) of 78.5 dB over an 8-MHz bandwidth with 7.3-mW analog power and 16-mW digital power, reaching Schreier figure of merit (FoMs) of 168.9 dB, and demonstrates conversion-accuracy robustness within 1-dB SNDR fluctuation for temperature variations from −40 ◦ to 125◦ and within 2-dB SNDR degradation for frequency variations of 20% range.