Decoding data stored in solid-state memory
View Patent ↗Embodiments of decoding data stored in solid-state memory arrays are disclosed. In one embodiment, multiple read operations are performed while taking inter-cell interference (ICI) into account. Soft-decision information, such as log-likelihood ratios (LLRs), is determined by using known data and its corresponding multi-read output. Soft-decision information is provided to a detector. Reliability is improved and performance is increased.
1. A data storage system, comprising:
a non-volatile solid-state memory array comprising a plurality of memory locations configured to store data; and
a controller configured to:
perform a plurality of read operations on a reference memory location to obtain a plurality of data patterns;
assign probability values based at least in part on the data patterns and on known data in the reference memory location; and
determine data stored in a target memory location based on the assigned probability values.
2. The storage system of claim 1 , wherein the controller is further configured to perform the plurality of read operations on the reference memory location using a plurality of voltage thresholds.
3. The storage system of claim 1 , wherein the controller is further configured to assign the probability values based on a number of occurrences of the data patterns.
4. The storage system of claim 3 , wherein:
the reference memory location stores bit values X 0 to X N−1 ; and
the assigned probability values include probability values determined based on the number of occurrences of the data patterns that is: (1) associated with X i and (2) correlated to a bit sequence including X i and one or more bit values neighboring X i .
5. The storage system of claim 1 , wherein the controller is configured to derive soft-information by applying a BCJR algorithm or a SOVA algorithm to the assigned probability values.
6. The storage system of claim 5 , wherein the controller is configured to use the derived soft information to decode data stored in the target memory location.
7. The storage system of claim 5 , wherein the soft information comprises log-likelihood ratios (LLRs).
8. The storage system of claim 1 , wherein the controller is further configured to perform a plurality of read operations on the target memory location to determine the data stored in the target memory location.
9. The storage system of claim 1 , wherein the known data comprises training data stored in the reference memory location prior to reading the target memory location.
10. The storage system of claim 1 , wherein the target memory location has one or more properties similar to those of the reference memory location.
11. In a data storage system comprising a non-volatile solid state memory array having a plurality of memory locations configured to store data and a controller, a method of reading data, the method comprising:
performing a plurality of read operations on a reference memory location to obtain a plurality of data patterns;
assigning probability values based at least in part on the data patterns and on known data in the reference memory location;
reading a target memory location; and
determining data stored in the target memory location based on the assigned probability values,
wherein the method is performed under control of the controller.
12. The method of claim 11 , wherein performing the plurality of read operations on the memory location comprises using a plurality of voltage thresholds.
13. The method of claim 11 , further comprising assigning the probability values based on a number of occurrences of the data patterns.
14. The method of claim 13 , wherein:
the reference memory location stores bit values X 0 to X N−1 ; and
the assigned probability values include probability values determined based on the number of occurrences of the data patterns that is: (1) associated with X i and (2) correlated to a bit sequence including X i and one or more bit values neighboring X i .
15. The method of claim 11 , further comprising deriving soft-information by applying a BCJR algorithm or a SOVA algorithm to the assigned probability values.
16. The method of claim 15 , further comprising decoding data stored in the target memory locations using the derived soft information.
17. The method of claim 15 , wherein the soft information comprises log-likelihood ratios (LLRs).
18. The method of claim 11 , further comprising performing a plurality of read operations on the target memory location to determine data stored in the target memory location.
19. The method of claim 11 , wherein the known data comprises training data stored in the reference memory location prior to reading the target memory location.
20. The method of claim 11 , wherein the target memory location has one or more properties similar to those of the reference memory location.
21. A data storage system, comprising:
a non-volatile solid state memory array comprising a plurality of memory locations configured to store data; and
a controller configured to determine log-likelihood ratios corresponding to data stored in the non-volatile memory array, the controller further configured to:
perform a plurality of read operations on a first memory location, the plurality of read data values forming a plurality of data patterns;
assign probability values based on the data patterns;
update a plurality of previously determined probability values using the assigned probability values; and
read a second memory location using the updated probability values.
22. The storage system of claim 21 , wherein:
the first memory location stores bit values X 1 to X N ; and
the assigned probability values include probability values determined based on the number of occurrences of the data patterns that is: (1) associated with X i and (2) correlated to a bit sequence including X i and one or more bit values neighboring X i .
23. The storage system of claim 21 , wherein the controller is further configured to perform the plurality of read operations on the first memory location using a plurality of voltage thresholds.
24. The storage system of claim 21 , wherein the first memory location comprises a first memory page and a second memory location comprises a second memory page neighboring the first memory page.
25. The storage system of claim 21 , wherein the controller is configured to read the second memory location without using information derived from training data stored in the non-volatile solid state memory array.
26. In a data storage system comprising a non-volatile solid state memory array having a plurality of memory locations configured to store data and a controller, a method of reading data, the method comprising:
performing a plurality of read operations on a first memory location, the plurality of read data values forming a plurality of data patterns;
assigning probability values based on the data patterns;
updating a plurality of previously determined probability values using the assigned probability values; and
reading a second memory location using the updated probability values,
wherein the method is performed under control of the controller.
27. The method of claim 26 , wherein:
the first memory location stores bit values X 1 to X N ; and
the assigned probability values include probability values determined based on the number of occurrences of the data patterns that is: (1) associated with X i and (2) correlated to a bit sequence including X i and one or more bit values neighboring X i .
28. The method of claim 26 , further comprising performing the plurality of read operations on the first memory location using a plurality of voltage thresholds.
29. The method of claim 26 , wherein the first memory location comprises a first memory page and a second memory location comprises a second memory page neighboring the first memory page.
30. The method of claim 26 , wherein reading the second memory location comprises reading without using information derived from training data stored in the non-volatile solid state memory array.