Kevin_Zheng - Murmann Mixed-Signal Group

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====== Kevin_Zheng ======

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BSEE, Massachusetts Institute of Technology, 2012 

MSEE, Massachusetts Institute of Technology, 2013 

**Email**: kevzheng@stanford.edu 

**Research**: //Power Efficient Allocation of Analog Pre-filtering and Quantization in ADC Based High Speed Links//<br> 

Modern serial link data speed has exceeded 25Gbps, and we are approaching the physical limitations of channel capacity at such high data rates for PAM2 signaling. As devices continues to scale<span style="line-height: 1.5em;">, ADC based links gained much attention due to its ability to realize more sophicated equalization in digital domain&nbsp;</span><span style="line-height: 1.5em;">and work with other</span><span style="line-height: 1.5em;">&nbsp;</span><span style="line-height: 1.5em;">modulation schemes such as PAM4 and duobinary&nbsp;</span><span style="line-height: 1.5em;">to overcome current challenges. </span>&lt;span style="line-height: 1.5em;" /&gt; 

<span style="line-height: 1.5em;">As data rate increases to &gt;56Gbps, the new standards call for a much lower raw BER and recommend an feedforward error correction (FEC) block in the system. The new raw BER targets tend to be in the 1e-4 to 1e-6 range. Therefore, even lower resolution ADCs (5-6 bits) can meet the system requirements. More literature has been published for power efficient ADCs at such high speeds [[1]]. However, there is still no definitive way in specifying such ADCs for high speed link applications since virtually all ADCs are still designed according to figure of merit (FOM).</span> 

<br>{{ wiki:Kevin movtiation.png ?400|Kevin movtiation.png}} 

<span style="font-size: 13.28px; line-height: 19.92px;">&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; </span> 

<span style="font-size: 13.28px; line-height: 19.92px;">&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; Figure 1. Link Architecture Comparisons</span> 

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My research focuses on system level analysis of ADC based links with analog pre-filtering/equalization to relax quantizer's design specification. Quantization error could be shown to have smaller effect to BER due to its bounded nature in Probability Distribution domain. Within this PDF framework, many of the ADC's non-idealities can also be considered, such as non-linearity and DNL. ADC based links open up different approaches for improving link performances, including nonlinearity cancellation and timing skew improvement with DFE coefficients. In order to avoid over-design, a full statistical analysis method has to be adopted using convolution of PDFs. An example of only uniform quantization noise and thermal noise is shown in figure 2. BER should be calculated as the tail probability of the final PDF. 

{{ wiki:Kevin pdf.PNG ?500|Kevin pdf.PNG}} 

&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; Figure 2. Convolution of thermal noise (Gaussian) and quantization noise (uniform) PDFs 

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In addition, it could be shown that analog equalizer (including traditional TX FIR, CTLE and FFE) in front of the ADC could help relax the specification significantly (almost by 1 bit in figure 3). Recent publications such as [[3]] has shown possible power efficient implementations of analog FFEs, which enables the optimal tradeoff between AFE equalization and required ADC resolution.<br>{{ wiki:Kevin tradeoff.png ?400|Kevin tradeoff.png}} 

&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; Figure 3. FFE impact on ADC SQNR Performance 

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Nonlinearity effects for link applications are also of great interest. In my research, we propose a System Identification (SID) approach to capture the broadband nature of link receiver signals, and use residual errors' conditional probability functions to calculate more accurately the resulting BER due to nonlinearity. This approach encapsulate both static and dynamic nonlinearities that any real circuit would have, as shown in figure 4.&nbsp; 

{{ wiki:SID.png ?500|SID.png}} 

&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;Figure 4. System Identification flow to capturing simulatable circuit non-idealities 

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[[1]]&nbsp;B. Murmann, "ADC Survey"&nbsp;http://web.stanford.edu/~murmann/adcsurvey.html 

[[2]] B. Murmann, “Energy limits in A/D converters,” in 2013 IEEE Faible Tension Faible Consommation, 2013, pp. 1–4. 

[[3]]&nbsp;R. Boesch, K. Zheng, and B. Murmann, "A 0.003 mm2 5.2 mW/tap 20 GBd Inductor-less 5-Tap Analog RX-FFE," in Symp. VLSI Circuits Dig., Honolulu, HI, June 2016, pp. 170-171. 

[[4]] J. Kim, E. H. Chen, J. Ren, B. S. Leibowitz, P. Satarzadeh, J. L. Zerbe, and C.-K. K. Yang, “Equalizer Design and Performance Trade-Offs in ADC-Based Serial Links,” IEEE Trans. Circuits Syst. I, vol. 58, no. 9, pp. 2096–2107, Sep. 2011.
Trace: • Ryan_Boesch • rohan_doshi • Nick Vitale • Elaina Chai • Drew_Hall • Ross_Walker • Hussein_Adel • Hussein_Ali • Si_(Bill)_Chen • Boris Murmann
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