PAM-N Decision Feedback Equalizer for Fast Coefficient Convergence

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Solution Overview

Problem

Decision feedback equalizers face challenges in quickly equalizing PAM-4 modulated signals due to interference from timing circuits, leading to higher error rates and convergence issues with existing LMS algorithms, and lack a method to monitor equalizer quality effectively.

Innovation Solution

A decision feedback equalizer (DFE) with a coefficient setting unit for initializing most significant feedback coefficients to predefined values and a coefficients computation unit using an LMS algorithm for other coefficients, along with a calibration module to compute voltage levels and quality parameters, ensuring fast convergence and optimal equalization.

Engineering Contradictions & Design Principles

VSEngineering Contradiction Analysis

1Reliability

If a DFE equalizes PAM-4 modulated signals using traditional LMS algorithm, then the equalization process can be performed, but the timing circuit interferes with the LMS algorithm operation and convergence to correct feedback coefficients is not achieved

Engineering Contradiction:
Improveconvergence to correct feedback coefficientsVSAvoidinterference from timing circuit
Core Design Contradiction:
ReliabilityVSDevice complexity

Solution Approach 1:

The patent segments the feedback coefficients into two distinct groups: most significant coefficients and less significant coefficients. This segmentation allows different handling strategies for each group, isolating the timing circuit interference problem from the critical most significant coefficients while applying LMS algorithm to the less significant ones, thereby resolving the convergence issue without requiring complete system redesign

Inventive Principle:
Principle #1Segmentation

Solution Approach 2:

The patent applies different quality settings to different parts of the feedback coefficient system. The most significant coefficients are set to predefined optimal values that are immune to timing circuit interference, while the less significant coefficients are computed using LMS algorithm. This local differentiation ensures that the critical parts of the system maintain high reliability without being affected by the timing circuit interference

Inventive Principle:
Principle #3Local quality

2Productivity

If PAM-4 modulated signals are transmitted to achieve double the data rate of PAM-2, then the transmission rate increases, but the error rate becomes higher and signal loss increases

Engineering Contradiction:
Improvetransmission rateVSAvoiderror rate
Core Design Contradiction:
ProductivityVSReliability

Solution Approach 1:

The patent performs preliminary action by pre-determining the optimal values for the most significant feedback coefficients before the equalization process begins. These predefined values are calculated based on theoretical optimization and are set in advance to counteract the inherent signal loss and error-proneness of PAM-4 modulation, allowing the system to achieve both high transmission rate and low error rate simultaneously

Inventive Principle:
Principle #10Preliminary action

3Measurement precision

If all feedback coefficients are computed using LMS algorithm to achieve accurate equalization, then the equalization accuracy improves, but the convergence time increases and timing circuit interference worsens

Engineering Contradiction:
Improveequalization accuracyVSAvoidconvergence time
Core Design Contradiction:
Measurement precisionVSLoss of time

Solution Approach 1:

The patent applies partial action by computing only the less significant feedback coefficients using the LMS algorithm, while the most significant coefficients are set to predefined optimal values. This partial application of LMS algorithm reduces the convergence time and eliminates timing circuit interference issues, while still achieving sufficient equalization accuracy through the combination of predefined most significant coefficients and computed less significant coefficients

Inventive Principle:
Principle #16Partial or excessive action

Data Source

PatentUS8804809B2Techniques for setting feedback coefficients of a PAM-N decision feedback equalizer
Publication Date: 2014.08.12 CADENCE DESIGN SYST INC
  • US8804809B2 patent drawing
  • US8804809B2 patent drawing
  • US8804809B2 patent drawing

AI summary

A decision feedback equalizer (DFE) for equalizing PAM-N signals comprises a coefficient setting unit for setting a first group of most significant feedback coefficients of the DFE to a predefined value selected from a group of predefined values; a coefficients computation unit coupled to the coefficient setting unit for computing values of feedback coefficients of a second group of feedback coefficients other than the first group of most significant feedback coefficients; a feedback (FB) unit for mitigating, using a complete group of feedback coefficients, effects of interference from data symbols that are adjacent in time to an input data symbol, wherein most significant feedback coefficients of the first group are set to an optimal value computed during an initialization of the DFE and feedback coefficients of the second group are computed by the coefficients computation unit.