Statistical BER Analysis of Wireline Links With Non-Binary Linear Block Codes Subject to DFE Error Propagation

This paper presents a statistical model to accurately estimate post-FEC BER for high-speed wireline links using standard linear block codes, such as the RS(544,514,15) KP4 and RS(528,514,7) KR4 codes. A hierarchical approach is adopted to analyze the propagation of PAM-symbol and FEC-symbol errors through a two-layer Markov model. A series of techniques including state aggregation, time aggregation, state reduction, and dynamic programming are introduced making the time complexity to compute post-FEC BER below 10−15 reasonable. Error bounds associated with each method are found. The efficiency of the proposed model allows it to handle a larger state space, more DFE taps, and more sophisticated linear block codes than prior work. A 4-PAM 60 Gb/s wireline transceiver fabricated in a 7 nm FinFET technology is used as a test vehicle to validate this model. Measured data with two different channels reveals that the statistical model can properly predict the post-FEC error floor with standard FEC codes. While this paper demonstrates the method for capturing DFE error propagation, the method is general and can be applied to model other communication systems having memory effects. Moreover, our proposed model can be easily extended to higher-level PAM schemes and other advanced equalizer architectures to assist in making architectural choices for wireline transceivers.

[1]  Polina Bayvel,et al.  Replacing the Soft-Decision FEC Limit Paradigm in the Design of Optical Communication Systems , 2015, Journal of Lightwave Technology.

[2]  Hyung Seok Kim,et al.  A 112Gb/s PAM-4 transmitter with 3-Tap FFE in 10nm CMOS , 2018, 2018 IEEE International Solid - State Circuits Conference - (ISSCC).

[3]  John G. Kemeny,et al.  Finite Markov chains , 1960 .

[4]  E. Gilbert Capacity of a burst-noise channel , 1960 .

[5]  Taehyoun Oh,et al.  Adaptive Techniques for Joint Optimization of XTC and DFE Loop Gain in High-Speed I/O , 2015 .

[6]  Rodney A. Kennedy,et al.  Recovery Times of Decision Feedback Equalizers on Noiseless Channels , 1987, IEEE Trans. Commun..

[7]  Aarnout Brombacher,et al.  Probability... , 2009, Qual. Reliab. Eng. Int..

[8]  Vincent C. Gaudet,et al.  A survey and tutorial on contemporary aspects of multiple-valued logic and its application to microelectronic circuits , 2016, IEEE Journal on Emerging and Selected Topics in Circuits and Systems.

[9]  Jaeha Kim,et al.  Equalizer design and performance trade-offs in ADC-based serial links , 2010, IEEE Custom Integrated Circuits Conference 2010.

[10]  Samuel Palermo,et al.  Modeling of ADC-Based Serial Link Receivers With Embedded and Digital Equalization , 2019, IEEE Transactions on Components, Packaging and Manufacturing Technology.

[11]  Gerardo Rubino,et al.  ON WEAK LUMPABILITY IN MARKOV CHAINS , 1989 .

[12]  Sudeep Bhoja,et al.  6.5 A 400Gb/s Transceiver for PAM-4 Optical Direct-Detect Application in 16nm FinFET , 2019, 2019 IEEE International Solid- State Circuits Conference - (ISSCC).

[13]  P. Monsen,et al.  Adaptive Equalization of the Slow Fading Channel , 1974, IEEE Trans. Commun..

[14]  E. O. Elliott Estimates of error rates for codes on burst-noise channels , 1963 .

[15]  R.L. Narasimha,et al.  Forward error correction for high-speed I/O , 2008, 2008 42nd Asilomar Conference on Signals, Systems and Computers.

[16]  Robert J. McEliece,et al.  On the decoder error probability for Reed-Solomon codes , 1986, IEEE Trans. Inf. Theory.

[17]  Naresh R. Shanbhag,et al.  Impact of DFE Error Propagation on FEC-Based High-Speed I/O Links , 2009, GLOBECOM 2009 - 2009 IEEE Global Telecommunications Conference.

[18]  Xiaoning Ye,et al.  A Flexible and efficient bit error rate simulation method for high-speed differential link analysis using time-domain interpolation and superposition , 2008, 2008 IEEE International Symposium on Electromagnetic Compatibility.

[19]  Jihong Ren,et al.  Accurate System Voltage and Timing Margin Simulation in High-Speed I/O System Designs , 2008, IEEE Transactions on Advanced Packaging.

[20]  Kai Sheng,et al.  A 32Gb/s 133mW PAM-4 transceiver with DFE based on adaptive clock phase and threshold voltage in 65nm CMOS , 2018, 2018 IEEE International Solid - State Circuits Conference - (ISSCC).

[21]  Jorge Pernillo,et al.  3.4 A 40/50/100Gb/s PAM-4 Ethernet transceiver in 28nm CMOS , 2016, 2016 IEEE International Solid-State Circuits Conference (ISSCC).

[22]  Vladimir Stojanovic,et al.  Modeling and analysis of high-speed links , 2003, Proceedings of the IEEE 2003 Custom Integrated Circuits Conference, 2003..

[23]  Zhiyuan Ren,et al.  A time aggregation approach to Markov decision processes , 2002, Autom..

[24]  R. Mooney,et al.  An accurate and efficient analysis method for multi-Gb/s chip-to-chip signaling schemes , 2002, 2002 Symposium on VLSI Circuits. Digest of Technical Papers (Cat. No.02CH37302).

[25]  Junho Cho,et al.  A fully adaptive 19-to-56Gb/s PAM-4 wireline transceiver with a configurable ADC in 16nm FinFET , 2018, 2018 IEEE International Solid - State Circuits Conference - (ISSCC).