Nonvolatile Memory Read Threshold Tuning From ECC Decoding

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Solution Overview

Problem

In nonvolatile memory systems, accurately positioning read thresholds between programming levels is crucial to minimize bit error rates, as overlapping voltage distributions can lead to erroneous readings, and existing methods are insufficient for achieving the required accuracy.

Innovation Solution

A memory controller that reads ECC code words using multiple read thresholds positioned between adjacent programming levels, calculates distances between reference and actual readouts, and sets a preferred read threshold based on these distances to minimize bit errors, employing iterative decoding and soft metrics to enhance decoding probability.

Engineering Contradictions & Design Principles

VSEngineering Contradiction Analysis

1Measurement precision

If multiple read thresholds are used to accurately distinguish programming levels, then measurement precision is improved, but device complexity increases

Engineering Contradiction:
Improveread threshold positioning accuracyVSAvoiddecoding and threshold calculation complexity
Core Design Contradiction:
Measurement precisionVSDevice complexity

Solution Approach 1:

The patent employs iterative decoding where the decoded output from one iteration feeds back into the next iteration to refine soft metrics and improve decoding accuracy. The system calculates distances between reference decoded readouts and actual readouts, using this feedback to adjust and optimize read threshold positions across multiple iterations until convergence or maximum iterations are reached.

Inventive Principle:
Principle #23Feedback

Solution Approach 2:

The system performs preliminary decoding attempts using initial read thresholds before final threshold determination. Reference decoded readouts are generated in advance to serve as comparison baselines for calculating distances and determining optimal threshold positions, allowing the system to prepare decision criteria before final read operations.

Inventive Principle:
Principle #10Preliminary action

2Reliability

If iterative decoding with multiple decoding iterations is performed to enhance soft metrics, then reliability is improved, but loss of time increases

Engineering Contradiction:
Improvedecoding success probabilityVSAvoiddecoding time
Core Design Contradiction:
ReliabilityVSLoss of time

Solution Approach 1:

The system performs a limited number of decoding iterations (up to a predefined maximum) rather than infinite iterations. The decoding process can terminate early if successful decoding is achieved or if the maximum number of iterations is reached, balancing the need for high reliability with acceptable time constraints by performing only the necessary number of iterations.

Inventive Principle:
Principle #16Partial or excessive action

Solution Approach 2:

The system dynamically adjusts soft metrics parameters across decoding iterations, refining likelihood ratios and other decoding parameters based on distance calculations from reference readouts. This parameter refinement improves decoding reliability with each iteration while the predefined maximum iteration limit constrains the time overhead.

Inventive Principle:
Principle #35Parameter changes

3Measurement precision

If Gaussian models are estimated and soft metrics are calculated to improve decoding accuracy, then measurement precision is improved, but device complexity increases

Engineering Contradiction:
Improvesoft metrics accuracyVSAvoidmodel estimation complexity
Core Design Contradiction:
Measurement precisionVSDevice complexity

Solution Approach 1:

The patent introduces soft metrics as an intermediary between raw readout data and final decoding decisions. Gaussian models serve as mathematical intermediaries that characterize voltage distributions of programming levels, allowing the system to translate physical voltage measurements into probabilistic information that guides more accurate decoding without requiring direct complex analysis of voltage distributions.

Inventive Principle:
Principle #24Intermediary (Mediator)

Data Source

PatentUS11621048B2Positioning read thresholds in a nonvolatile memory based on successful decoding
Publication Date: 2023.04.04 APPLE INC
  • US11621048B2 patent drawing
  • US11621048B2 patent drawing
  • US11621048B2 patent drawing

AI summary

A memory controller includes an interface and a processor. The interface communicates with a plurality of memory cells, and an individual one of the plurality of memory cells stores data in multiple predefined programming levels. The processor is configured to read an Error Correction Code (ECC) code word from a group of memory cells, via the interface, using multiple read thresholds positioned between adjacent programming levels, for producing multiple readouts that contain respective numbers of errors, to derive from the code word a reference readout that contains no errors, or contains a number of errors smaller than in the code word, to calculate multiple distances between the reference readout and the respective readouts, and set a preferred read threshold based on the calculated distances, and to perform subsequent read operations for retrieving data from the plurality of memory cells, using the preferred read threshold.