Link Optimization Using ISI Probability Density Function Extraction

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Solution Overview

Problem

High-speed links, such as SerDes links, often rely on blind initialization techniques that fail to optimize equalizers due to the lack of channel information, leading to suboptimal performance and increased intersymbol interference (ISI).

Innovation Solution

A method and system that utilize an eye monitor to characterize the channel by determining the overall ISI probability density function (PDF) and extracting the channel ISI PDF, allowing for the optimization of equalizer settings by comparing different settings based on bit error rate (BER) values, thereby determining the optimal equalizer settings for minimizing ISI.

Engineering Contradictions & Design Principles

VSEngineering Contradiction Analysis

1Ease of operation

If blind initialization technique is used, then the link can become operational without predefined signal exchange, but the equalizer is not optimized and cannot minimize ISI effects

Engineering Contradiction:
Improvelink operational capabilityVSAvoidequalizer optimization
Core Design Contradiction:
Ease of operationVSReliability

Solution Approach 1:

The patent applies preliminary action by performing channel characterization and equalizer optimization during an initialization period before normal operation begins. The system extracts channel impulse response and computes optimal equalizer settings in advance, so that when the link transitions to operational mode, the equalizer is already optimized to minimize ISI effects, thus resolving the contradiction between ease of operation and reliability.

Inventive Principle:
Principle #10Preliminary action

2Productivity

If blind equalization training is used, then the link can be established without channel information, but the equalizer cannot be optimized to minimize intersymbol interference

Engineering Contradiction:
Improvelink establishment speedVSAvoidintersymbol interference
Core Design Contradiction:
ProductivityVSObject-affected harmful factors

Solution Approach 1:

The patent implements feedback by using the eye monitor to continuously monitor the equalized signal and extract channel impulse response information. This feedback loop allows the system to compute optimal equalizer settings based on actual channel conditions, thereby minimizing intersymbol interference while maintaining fast link establishment. The feedback mechanism enables the system to adapt to channel variations and optimize performance dynamically.

Inventive Principle:
Principle #23Feedback

3Reliability

If equalizer settings are optimized through trial and error, then the optimal settings can be determined, but the process is time-consuming

Engineering Contradiction:
Improveequalizer optimizationVSAvoidoptimization time
Core Design Contradiction:
ReliabilityVSLoss of time

Solution Approach 1:

The patent replaces the mechanical trial-and-error optimization process with a mathematical approach using probability density functions and channel impulse response extraction. By substituting the iterative mechanical search process with analytical methods that directly compute optimal settings from eye monitor data, the system achieves equalizer optimization without time-consuming trial and error, thus resolving the contradiction between reliability and time loss.

Inventive Principle:
Principle #28Mechanics substitution (Replace mechanical system)

Data Source

PatentUS9397872B2System and method of link optimization
Publication Date: 2016.07.19 SAMSUNG DISPLAY CO LTD
  • US9397872B2 patent drawing
  • US9397872B2 patent drawing
  • US9397872B2 patent drawing

AI summary

A method of characterizing a channel between a transmitter and a receiver (e.g., in a high-speed link) is presented. The method comprises: determining an overall intersymbol interference (ISI) probability density function (PDF) from eye monitor data obtained for a current equalizer setting, extracting a channel ISI PDF for the current equalizer setting from the overall ISI PDF, and generating an overall ISI PDF for a different equalizer setting by using the channel ISI PDF for the current equalizer setting and an impulse response at the different equalizer setting. Based on this characterization, an optimal equalizer setting may be selected among a plurality of equalizer settings on the basis of the channel ISI PDF and the equalizer response functions.