Optimization of Joint Equalization of High-Speed Signals using Bayesian Machine Learning

N. Dikhaminjia, G. Tsintsadze,Z. Kiguradze,J. He,M. Tsiklauri,J. Drewniak,A. Chada,B. Mutnury

2021 IEEE International Joint EMC/SI/PI and EMC Europe Symposium（2021）

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Abstract

The paper elaborates an efficient algorithm for optimization of joint Feed-Forward Equalization (FFE) and Decision Feedback Equalization (DFE) for non-return-to-zero (NRZ) and 4 level pulse amplitude modulation (PAM-4) signals using Bayesian Machine Learning approach previously introduced for NRZ by authors and expanded for PAM-4. A new optimal covariant function and hyper-parameters has been sele...

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Key words

Machine learning algorithms,Power transmission lines,Crosstalk,Machine learning,Jitter,Decision feedback equalizers,Bayes methods

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