A 2-Lane DAC-/ADC-Based 2 × 2 MIMO PAM-4 MMSE-DFE Wireline Transceiver With FEXT Cancellation on RFSoC Platform

This article presents a 2-lane <inline-formula xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink"> <tex-math notation="LaTeX">$2 \times 2$</tex-math> </inline-formula> multiple-input, multiple-output (MIMO) 4-level pulse amplitude modulation (PAM-4) minimum mean-squared-error (MMSE)-decision-feedback equalizer (DFE) with far-end crosstalk (FEXT) cancellation for digital-to-analog converter (DAC)-/analog-to-digital converter (ADC)-based high-speed serial links. The receiver (RX) datapath is designed with a 15-tap MIMO feedforward equalizer (FFE) and a one-tap MIMO DFE with the least mean square (LMS), enabling adaptation to channel variation while maintaining the MMSE setting. The RX digital signal processor (DSP) place and route (PnR) in a 28-nm CMOS is estimated to consume 201 mW/lane at a 56-Gb/s/lane data rate while occupying a 0.5-mm<sup xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">2</sup>/lane silicon area. We further implement a real-time evaluation platform to verify the functionality of the MIMO PAM-4 MMSE-DFE with rapid bit-error-rate (BER) testing on RFSoC. The measurement result demonstrates that the MIMO MMSE-DFE significantly improves BER performance from 2.75e<sup xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">−3</sup> to 1.31e<sup xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">−7</sup> compared with equalization without FEXT cancellation when communicating over a channel exhibiting 12.4-dB insertion loss (IL) and 13.2-dB IL-to-crosstalk ratio (ICR) at Nyquist.

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Publication Details

Journal
IEEE Transactions on Very Large Scale Integration (VLSI) Systems
Published
2025-04-02
DOI
https://doi.org/10.1109/tvlsi.2025.3553400
Citations
4
Primary Topic
Radio Frequency Integrated Circuit Design
Type
article
Field-Weighted Citation Impact
2.92
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article

A 2-Lane DAC-/ADC-Based 2 × 2 MIMO PAM-4 MMSE-DFE Wireline Transceiver With FEXT Cancellation on RFSoC Platform

Pier Andrea Francese, Matthias Bräendli, Gain Kim, Donggeon Kim et al.
4 citations
IEEE Transactions on Very Large Scale Integration (VLSI) Systems
Radio Frequency Integrated Circuit Design
2.92
article

A 2-Lane DAC-/ADC-Based 2 × 2 MIMO PAM-4 MMSE-DFE Wireline Transceiver With FEXT Cancellation on RFSoC Platform

Pier Andrea Francese, Matthias Bräendli, Gain Kim, Donggeon Kim, Marcel Kossel, Thomas Morf, Jaewon Lee, S.M. Jang, Yujin Choi
article en
4 citations

Abstract

This article presents a 2-lane <inline-formula xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink"> <tex-math notation="LaTeX">$2 \times 2$</tex-math> </inline-formula> multiple-input, multiple-output (MIMO) 4-level pulse amplitude modulation (PAM-4) minimum mean-squared-error (MMSE)-decision-feedback equalizer (DFE) with far-end crosstalk (FEXT) cancellation for digital-to-analog converter (DAC)-/analog-to-digital converter (ADC)-based high-speed serial links. The receiver (RX) datapath is designed with a 15-tap MIMO feedforward equalizer (FFE) and a one-tap MIMO DFE with the least mean square (LMS), enabling adaptation to channel variation while maintaining the MMSE setting. The RX digital signal processor (DSP) place and route (PnR) in a 28-nm CMOS is estimated to consume 201 mW/lane at a 56-Gb/s/lane data rate while occupying a 0.5-mm<sup xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">2</sup>/lane silicon area. We further implement a real-time evaluation platform to verify the functionality of the MIMO PAM-4 MMSE-DFE with rapid bit-error-rate (BER) testing on RFSoC. The measurement result demonstrates that the MIMO MMSE-DFE significantly improves BER performance from 2.75e<sup xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">−3</sup> to 1.31e<sup xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">−7</sup> compared with equalization without FEXT cancellation when communicating over a channel exhibiting 12.4-dB insertion loss (IL) and 13.2-dB IL-to-crosstalk ratio (ICR) at Nyquist.

IEEE Transactions on Very Large Scale Integration (VLSI) SystemsVol. 33(6)
Daegu Gyeongbuk Institute of Science and Technology (KR), IBM Research - Zurich (CH)
Affordable and clean energy
Openalex Percentile: Top 10%
Radio Frequency Integrated Circuit Design
2.92
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