Measuring memory wear and data retention individually based on cell voltage distributions
View Patent ↗A memory system or flash card may include a mechanism for memory cell measurement and analysis that independently measures/predicts memory wear/endurance, data retention (DR), read disturb, and/or remaining margin. These effects may be independently quantified by analyzing the state distributions of the individual voltage levels of the cells. In particular, a histogram of cell voltage distributions of the memory cells can be analyzed to identify signatures for certain effects (e.g. wear, DR, read disturb, margin, etc.). Those measurements may be used for block cycling, data loss prediction, or adjustments to memory parameters. Pre-emptive action at the appropriate time based on the measurements may lead to improved memory management and data management. That action may include calculating the remaining useful life of data stored in memory, cycling blocks, predicting data loss, trade-off or dynamic adjustments of memory parameters.
1. A method for memory cell analysis in a memory device comprising:
periodically determining a cell voltage distribution of cells in the memory device during run time;
measuring changes in the cell voltage distribution from the periodic determinations;
calculating a wear of the cells based on a shape change from the measured changes in the cell voltage distribution; and
calculating a data retention value of the cell based on a location change in the cell voltage distribution, wherein the wear and data retention value are independent variables such that the calculating of the wear and the calculating of the data retention do not affect one another.
2. The method of claim 1 wherein the cell voltage distribution comprises a histogram.
3. The method of claim 2 wherein the shape change comprises a measurement of skewness of the cell voltage distribution.
4. The method of claim 3 wherein the skewness is calculated using Pearson's shape parameter.
5. The method of claim 2 wherein the location change comprises a measurement of an average of the cell voltage distribution.
6. The method of claim 1 wherein the cell voltage distribution is normalized with respect to a highest value on a y-axis and the changes measured are based on changes to an x-axis of the cell voltage distribution.
7. The method of claim 1 wherein the memory device comprises a non-volatile storage comprising memory blocks that include the memory cells.
8. The method of claim 6 wherein a controller is associated with operation of the memory blocks.
9. The method of claim 8 wherein the controller performs the memory analysis.
10. A method for measuring data retention comprising:
performing the following in a storage module:
measuring a voltage distribution of an upper state for each cell in a memory;
calculating a location of the voltage distribution over time; and
quantizing a data retention based on a change in the calculated location.
11. The method of claim 10 wherein the location comprises a calculation of at least one of a mean, a mode, or a median of the voltage distribution.
12. A method for measuring wear comprising:
performing the following in a storage module:
measuring, periodically, voltage distribution of an upper state for each cell in a memory;
calculating a width of the distribution over a certain number of cycles; and
quantizing wear based on changes to the width.
13. The method of claim 12 wherein the width comprises a calculation of a standard deviation of the voltage distribution.