The present invention relates generally to memory devices, and particularly to techniques for selecting memory blocks for compaction in non-volatile memory devices.
Some non-volatile memory devices, such as Flash devices, are divided into memory blocks that are erased en-bloc. Some memory systems carry out compaction processes, which compact valid data and free memory blocks for erasure and subsequent programming. Compaction is also sometimes referred to as “garbage collection.”
An embodiment of the present invention that is described herein provides a method for storing data in a memory that includes multiple memory blocks. The method includes running a compaction process that selects one or more memory blocks containing both valid data and invalid data, copies the valid data from the selected memory blocks to other storage locations, and then erases the selected memory blocks. At least one memory block, which meets a criterion predictive of imminent invalidation of at least some of the data in the block, is identified. Selection of the identified memory block in the compaction process is inhibited.
In some embodiments, identifying the at least one memory block includes detecting a memory block in which data invalidation currently occurs. In an embodiment, identifying the at least one memory block includes detecting N memory blocks, N≧1, in which data invalidation occurred most recently among the multiple memory blocks. In a disclosed embodiment, identifying the at least one memory block includes detecting a memory block in which data invalidation occurred more recently than a predefined time out period.
In another embodiment, identifying the at least one memory block includes detecting a memory block in which multiple addresses have been invalidated sequentially. In yet another embodiment, identifying the at least one memory block includes detecting a memory block that contains more than a predefined amount of frequently-accessed data.
There is additionally provided, in accordance with an embodiment of the present invention, a data storage apparatus including an interface and a processor. The interface is configured for communicating with a memory that includes multiple memory blocks. The processor is configured to run a compaction process that selects one or more memory blocks containing both valid data and invalid data, copies the valid data from the selected memory blocks to other storage locations, and then erases the selected memory blocks, to identify at least one memory block that meets a criterion predictive of imminent invalidation of at least some of the data in the block, and to inhibit selection of the identified memory block in the compaction process.
There is also provided, in accordance with an embodiment of the present invention, a data storage apparatus including a memory and a processor. The memory includes multiple memory blocks. The processor is configured to run a compaction process that selects one or more memory blocks containing both valid data and invalid data, copies the valid data from the selected memory blocks to other storage locations, and then erases the selected memory blocks, to identify at least one memory block that meets a criterion predictive of imminent invalidation of at least some of the data in the block, and to inhibit selection of the identified memory block in the compaction process.
There is further provided, in accordance with an embodiment of the present invention, a method for storing data in a memory that includes multiple memory blocks. The method includes running a compaction process that selects one or more source memory blocks containing both valid data and invalid data, copies the valid data from the source memory blocks to one or more destination memory blocks, and then erases the source memory blocks. Input data is accepted from a host for storage in the memory. A memory block that does not contain any data that was copied into the memory block by the compaction process is identified. The input data is stored in the identified memory block.
In some embodiments, running the compaction process includes fully populating the destination memory blocks with the valid data that was copied from the source memory blocks, so as to prevent storage of the input data accepted from the host in the destination memory blocks.
There is additionally provided, in accordance with an embodiment of the present invention, a data storage apparatus including an interface and a processor. The interface is configured for communicating with a memory that includes multiple memory blocks. The processor is configured to run a compaction process that selects one or more source memory blocks containing both valid data and invalid data, copies the valid data from the source memory blocks to one or more destination memory blocks, and then erases the source memory blocks, to accept from a host input data for storage in the memory, to identify a memory block that does not contain any data that was copied into the memory block by the compaction process, and to store the input data in the identified memory block.
There is also provided, in accordance with an embodiment of the present invention, a data storage apparatus including a memory and a processor. The memory includes multiple memory blocks. The processor is configured to run a compaction process that selects one or more source memory blocks containing both valid data and invalid data, copies the valid data from the source memory blocks to one or more destination memory blocks, and then erases the source memory blocks, to accept from a host input data for storage in the memory, to identify a memory block that does not contain any data that was copied into the memory block by the compaction process, and to store the input data in the identified memory block.
The present invention will be more fully understood from the following detailed description of the embodiments thereof, taken together with the drawings in which:
Embodiments of the present invention that are described herein provide improved methods and systems for memory block compaction in non-volatile memory devices, such as Flash devices. In some embodiments, a memory controller stores data that is received from a host in a memory device. The memory device comprises multiple memory blocks, and each memory block stores multiple data pages. Typically, data is written to the memory device in page units, but erasure is applied to entire memory blocks. Data is written only to erased pages, and it is therefore not possible to update data in-place. Updating data involves writing the updated data to another physical storage location, marking the previous version of the data as invalid, and dynamically mapping logical addresses to physical storage locations.
Because of the above characteristics, the memory blocks of the memory device gradually accumulate invalid data pages, whose updated versions have been stored in other physical storage locations. In order to reduce the number of invalid pages, the memory controller carries out a compaction, or “garbage collection” process. This process selects one or more memory blocks for compaction, copies the valid data from the selected memory blocks to other storage locations, and then erases the selected memory blocks. The erased blocks are then ready for subsequent programming.
The efficiency of a given compaction process can be quantified by measuring the number of copy operations performed by the memory controller. This efficiently depends, among other factors, on the criteria used for selecting memory blocks for compaction. The methods and systems described herein select memory blocks for compaction in a manner that eliminates many unnecessary copy operations, and therefore improves compacting efficiency.
In some embodiments, the memory controller identifies one or more memory blocks in which data pages are likely to be invalidated imminently, and prevents these blocks from being selected for compaction. A memory block containing data that is about to be invalidated is typically not a good candidate for compaction, because some of the valid data that is to be copied from this block will soon be invalidated, thereby wasting copy operations. Therefore, it is desirable to refrain from selecting this block for compaction even though a large portion of the block may contain invalid data.
The memory controller typically uses a predefined criterion, which predicts whether data invalidation is imminent in a given memory block. Upon identifying one or more memory blocks that meet this criterion, the memory controller inhibits the identified memory blocks from being selected for compaction. Several example criteria are described herein. For example, when performing sequential programming, a memory block in which certain data addresses are currently being invalidated (e.g., updated in other physical storage locations) is likely to undergo additional data invalidation at other addresses in the near future, and is therefore not a good candidate for compaction.
In alternative embodiments, the memory controller stores input data received from the host in memory blocks that do not contain data that was copied into the blocks by the compaction process. In other words, the memory controller separates fresh host data from data that was produced by compaction. This technique helps to separate frequently-accessed (“hot”) data from rarely-accessed or static (“cold”) data. With this sort of separation, the data that requires compaction is concentrated in fewer memory blocks, and the compaction process is therefore improved.
The methods and systems described herein reduce the number of copy operations performed by the memory controller. Therefore, these techniques increase the efficiency of the compaction process and reduce the wear and stress on the memory device.
System 20 comprises a memory device 24, which stores data in a memory cell array 28. The memory array comprises multiple memory blocks 34. Each memory block 34 comprises multiple analog memory cells 32. In the context of the present patent application and in the claims, the term “analog memory cell” is used to describe any memory cell that holds a continuous, analog value of a physical parameter, such as an electrical voltage or charge. Array 28 may comprise analog memory cells of any kind, such as, for example, NAND, NOR and Charge Trap Flash (CTF) Flash cells, phase change RAM (PRAM, also referred to as Phase Change Memory—PCM), Nitride Read Only Memory (NROM), Ferroelectric RAM (FRAM), magnetic RAM (MRAM) and/or Dynamic RAM (DRAM) cells.
The charge levels stored in the cells and/or the analog voltages or currents written into and read out of the cells are referred to herein collectively as analog values, analog storage values or storage values. The storage values may comprise, for example, threshold voltages or any other suitable kind of storage values. System 20 stores data in the analog memory cells by programming the cells to assume respective programming states, which are also referred to as programming levels. The programming states are selected from a finite set of possible states, and each programming state corresponds to a certain nominal storage value. For example, a 3 bit/cell MLC can be programmed to assume one of eight possible programming states by writing one of eight possible nominal storage values into the cell.
Memory device 24 comprises a reading/writing (R/W) unit 36, which converts data for storage in the memory device to analog storage values and writes them into memory cells 32. In alternative embodiments, the R/W unit does not perform the conversion, but is provided with voltage samples, i.e., with the storage values for storage in the cells. When reading data out of array 28, R/W unit 36 converts the storage values of memory cells into digital samples having a resolution of one or more bits. Data is typically written to and read from the memory cells in groups that are referred to as pages. In some embodiments, the R/W unit can erase a group of cells 32 by applying one or more negative erasure pulses to the cells. Erasure is typically performed in entire memory blocks.
The storage and retrieval of data in and out of memory device 24 is performed by a memory controller 40. The memory controller comprises an interface 44 for communicating with memory device 24, and a processor 48 that carries out the various memory management functions. In particular, processor 48 carries out an efficient memory block compaction process that is described herein.
Memory controller 40 communicates with a host 52, for accepting data for storage in the memory device and for outputting data retrieved from the memory device. Memory controller 40, and in particular processor 48, may be implemented in hardware. Alternatively, the memory controller may comprise a microprocessor that runs suitable software, or a combination of hardware and software elements.
The configuration of
Although the example of
In some embodiments, memory controller 40 comprises a general-purpose processor, which is programmed in software to carry out the functions described herein. The software may be downloaded to the processor in electronic form, over a network, for example, or it may, alternatively or additionally, be provided and/or stored on non-transitory tangible media, such as magnetic, optical, or electronic memory.
In an example configuration of array 28, memory cells 32 are arranged in multiple rows and columns, and each memory cell comprises a floating-gate transistor. The gates of the transistors in each row are connected by word lines, and the sources of the transistors in each column are connected by bit lines. The memory array is typically divided into multiple pages, i.e., groups of memory cells that are programmed and read simultaneously. Pages are sometimes sub-divided into sectors. In some embodiments, each page comprises an entire row of the array. In alternative embodiments, each row (word line) can be divided into two or more pages. For example, in some devices each row is divided into two pages, one comprising the odd-order cells and the other comprising the even-order cells.
Typically, memory controller 40 programs data in page units, but erases entire memory blocks 34. Typically although not necessarily, a memory block is on the order of 106 memory cells, whereas a page is on the order of 103-104 memory cells.
As explained above, data can only be written to erased memory cells in memory device 24, and it is not possible to update data in-place. Therefore, system 20 uses logical-to-physical address mapping to manage the data storage locations in memory device 24. Typically, memory controller 40 receives from host 52 memory commands (e.g., read and write commands) that are specified using logical addresses. The memory controller maps the logical addresses to respective physical storage locations in memory device 24. When requested by the host to update the data in a certain logical address, the memory controller writes the updated data in an available (erased) physical storage location, updates the logical-to-physical address mapping to indicate the new physical storage location of the data, and marks the previous physical storage location of the data as invalid.
When using the above-described storage scheme, memory blocks 34 in device 24 gradually accumulate invalid pages, whose data has been updated in other pages in the memory device. Such invalid pages, sometimes referred to as “holes,” may be distributed in any way across the block and degrade the performance and capacity of system 20. In some embodiments, memory controller 40 carries out a compaction or “garbage collection” process, which eliminates invalid pages and clears memory blocks for erasure and subsequent programming.
In a typical compaction process, memory controller 40 selects one or more blocks to be compacted (sometimes referred to as “source blocks”). The selected memory blocks typically comprise both valid pages and invalid pages. The memory controller copies the valid pages from the selected memory blocks to other physical storage locations, typically to sequential erased pages in one or more other memory blocks (sometimes referred to as “destination blocks”). After copying the valid data, the memory controller updates the logical-to-physical address mapping to reflect the new physical storage locations of the data, and erases the selected memory blocks. As a result, the valid data from the selected blocks is written compactly in another location, and the selected blocks are erased and ready for new programming.
The compaction process performed by memory controller 40 involves copy operations of the valid data. The efficiency of the compaction process depends on the number of copy operations. It is desirable to reduce the number of copy operations, in order to reduce the computational and communication load of the memory controller and its interfaces, as well as reduce the wearing and endurance stress of memory cells 32.
The efficiency of the compaction process depends, among other factors, on the criteria used for selecting memory blocks for compaction. For example, it is possible in principle to select for compaction the blocks having the largest portion of invalid data. This criterion, however, does not guarantee high efficiency.
Consider, for example, a scenario in which the host operating system writes a body of data to a range of sequential logical addresses that have been used for sequential storage before. This sort of scenario occurs, for example, when a file (e.g., MP3, MP4 or JPEG file) has been deleted and a new file (e.g., MP3, MP4 or JPEG file) is now stored. In such a case, the host operating system sometimes does not notify the memory controller that the old memory area is not used. During such a process, the memory controller programs sequential pages in one memory block (with the data of the new file), while invalidating sequential pages in another memory block (the data of the old file).
At a certain point in time, the memory block in which sequential pages are currently being invalidated may contain a very high portion of invalid data. Nevertheless, this memory block is not a good candidate for compaction: Data that is presently valid in this block will soon be invalidated, and it is inefficient to waste copy operations for copying this data to another location.
The above scenario is described purely by way of example, in order to demonstrate that:
(i) selecting for compaction the memory block having the largest portion of invalid data is sometimes sub-optimal; and
(ii) it is usually inefficient to select for compaction a memory block in which data invalidation is expected to occur in the near future.
In some embodiments, memory controller 40 identifies one or more memory blocks in which data invalidation is predicted to occur imminently. The memory controller inhibits such memory blocks from being selected for compaction, even if they contain a high portion of invalid data. Instead, the memory controller reverts to select other memory blocks in which data invalidation is not imminent.
Memory controller 40 may use any suitable criterion for predicting whether data invalidation is likely to be imminent in a given memory block. In sequential programming, as described above, a memory block that currently undergoes data invalidation is considered likely to undergo additional data invalidation in the near future. Thus, in one embodiment, the memory controller prevents a memory block that currently undergoes data invalidation from being selected for compaction.
In another embodiment, the memory controller identifies the N memory blocks that most recently underwent data invalidation (N≧1), and prevents these N blocks from being selected for compaction. For example, the memory controller may manage a First-In-First-Out (FIFO) list that holds the indices of the N memory blocks in which data was most recently invalidated. The memory blocks on this list are prevented from being selected for compaction. Such a criterion may be useful, for example, for host operating systems or memory controller configurations that carry out N concurrent storage tasks. The value of N may be selected based on the known characteristics of the host operating system or memory controller configuration.
In yet another embodiment, the memory controller may define a certain time-out period after which the memory block may be selected for compaction. In other words, the memory controller permits a memory block to be selected for compaction only if the block did not undergo data invalidation during the last T seconds. In another embodiment, the memory controller may regard a block that contains “hot” data, i.e., frequently-accessed data, as a block that is likely to undergo imminent data invalidation. For example, the memory controller may regard a block as likely to undergo invalidation if the ratio between the number of frequently-accessed logical addresses (LBAs) and the total number of valid logical addresses in the block exceeds a certain threshold. Further alternatively, memory controller 40 may use any other suitable criterion for predicting which memory blocks are likely to undergo imminent data invalidation.
The memory controller then checks whether any of the selected memory blocks is marked as not allowed for compaction, at a checking step 72. If all the selected memory blocks are permitted for compaction, the memory controller compacts these memory blocks at a compaction step 76. The method then loops back to step 60 above. Otherwise, i.e., if one or more of the selected memory blocks are marked as not allowed for compaction, the method loops back to step 68 above in which the memory controller replaces the marked block with alternative candidates.
The flow chart of
In some embodiments, memory controller 40 stores fresh input data that is accepted from host 52 in memory blocks that do not contain any data that was produced by the compaction process. In other words, the memory controller separates fresh input data from data that was produced by compaction.
The rationale behind this technique is that the data received from the host is regarded as “hot” or frequently-accessed data, whereas data that was produced by compaction may comprise both frequently-accessed (“hot”) and rarely-accessed or static (“cold”) data. It is generally desirable to store frequently-accessed and rarely-accessed data in separate memory blocks, in order to concentrate the data that is likely to undergo compaction in a relatively small number of memory blocks. Separating the fresh input data from the data produced by compaction helps to separate “hot” data from “cold” data, thereby improving the compaction process.
In various embodiments, memory controller 40 may use various techniques for causing fresh host data to be stored in blocks that do not contain data produced by compaction. For example, the memory controller may fully-populate the destination blocks during the compaction process, without leaving any empty pages that are available for storage. Since the destination blocks are fully-populated with data that was copied by the compaction process, fresh host data cannot be stored in these blocks.
Although the embodiments described herein mainly address compaction processes that are performed at page granularity, the methods and systems described herein can also be used with any other suitable kind of compaction processes, such as in processes that copy and invalidate data items that occupy only parts of a page.
It will thus be appreciated that the embodiments described above are cited by way of example, and that the present invention is not limited to what has been particularly shown and described hereinabove. Rather, the scope of the present invention includes both combinations and sub-combinations of the various features described hereinabove, as well as variations and modifications thereof which would occur to persons skilled in the art upon reading the foregoing description and which are not disclosed in the prior art. Documents incorporated by reference in the present patent application are to be considered an integral part of the application except that to the extent any terms are defined in these incorporated documents in a manner that conflicts with the definitions made explicitly or implicitly in the present specification, only the definitions in the present specification should be considered.
This application claims the benefit of U.S. Provisional Patent Application 61/369,719, filed Aug. 1, 2010, whose disclosure is incorporated herein by reference.
| Number | Name | Date | Kind |
|---|---|---|---|
| 3668631 | Griffith et al. | Jun 1972 | A |
| 3668632 | Oldham | Jun 1972 | A |
| 4058851 | Scheuneman | Nov 1977 | A |
| 4112502 | Scheuneman | Sep 1978 | A |
| 4394763 | Nagano et al. | Jul 1983 | A |
| 4413339 | Riggle et al. | Nov 1983 | A |
| 4556961 | Iwahashi et al. | Dec 1985 | B1 |
| 4558431 | Satoh | Dec 1985 | B1 |
| 4608687 | Dutton | Aug 1986 | A |
| 4654847 | Dutton | Mar 1987 | A |
| 4661929 | Aoki et al. | Apr 1987 | B1 |
| 4768171 | Tada | Aug 1988 | B1 |
| 4811285 | Walker et al. | Mar 1989 | B1 |
| 4899342 | Potter et al. | Feb 1990 | B1 |
| 4910706 | Hyatt | Mar 1990 | B1 |
| 4993029 | Galbraith et al. | Feb 1991 | A |
| 5056089 | Furuta et al. | Oct 1991 | A |
| 5077722 | Geist et al. | Dec 1991 | A |
| 5126808 | Montalvo et al. | Jun 1992 | A |
| 5163021 | Mehrotra et al. | Nov 1992 | A |
| 5172338 | Mehrotta et al. | Dec 1992 | B1 |
| 5182558 | Mayo | Jan 1993 | A |
| 5182752 | DeRoo et al. | Jan 1993 | A |
| 5191584 | Anderson | Mar 1993 | A |
| 5200959 | Gross et al. | Apr 1993 | B1 |
| 5237535 | Mielke et al. | Aug 1993 | B1 |
| 5272669 | Samachisa et al. | Dec 1993 | B1 |
| 5276649 | Hoshita et al. | Jan 1994 | B1 |
| 5287469 | Tsuboi | Feb 1994 | A |
| 5365484 | Cleveland et al. | Nov 1994 | A |
| 5388064 | Khan | Feb 1995 | B1 |
| 5416646 | Shirai | May 1995 | A |
| 5416782 | Wells et al. | May 1995 | A |
| 5446854 | Khalidi et al. | Aug 1995 | A |
| 5450424 | Okugaki et al. | Sep 1995 | A |
| 5469444 | Endoh et al. | Nov 1995 | A |
| 5473753 | Wells et al. | Dec 1995 | B1 |
| 5479170 | Cauwenberghs et al. | Dec 1995 | B1 |
| 5508958 | Fazio et al. | Apr 1996 | B1 |
| 5519831 | Holzhammer | May 1996 | B1 |
| 5532962 | Auclair et al. | Jul 1996 | A |
| 5533190 | Binford et al. | Jul 1996 | A |
| 5541886 | Hasbun | Jul 1996 | B1 |
| 5600677 | Citta et al. | Feb 1997 | B1 |
| 5638320 | Wong et al. | Jun 1997 | A |
| 5657332 | Auclair et al. | Aug 1997 | A |
| 5657332 | Auclair et al. | Aug 1997 | B1 |
| 5675540 | Roohparvar | Oct 1997 | B1 |
| 5682352 | Wong et al. | Oct 1997 | A |
| 5687114 | Khan | Nov 1997 | A |
| 5696717 | Koh | Dec 1997 | B1 |
| 5726649 | Tamaru et al. | Mar 1998 | B1 |
| 5726934 | Tran et al. | Mar 1998 | A |
| 5742752 | De Koning | Apr 1998 | A |
| 5748533 | Dunlap et al. | May 1998 | A |
| 5748534 | Dunlap et al. | May 1998 | A |
| 5751637 | Chen et al. | May 1998 | B1 |
| 5761402 | Kaneda et al. | Jun 1998 | A |
| 5798966 | Keeney | Aug 1998 | A |
| 5799200 | Brant et al. | Aug 1998 | A |
| 5801985 | Roohparvar et al. | Sep 1998 | B1 |
| 5838832 | Barnsley | Nov 1998 | B1 |
| 5860106 | Domen et al. | Jan 1999 | B1 |
| 5867114 | Barbir | Feb 1999 | A |
| 5867428 | Ishii et al. | Feb 1999 | A |
| 5867429 | Chen et al. | Feb 1999 | A |
| 5867429 | Chen et al. | Feb 1999 | B1 |
| 5877986 | Harari et al. | Mar 1999 | B1 |
| 5889937 | Tamagawa | Mar 1999 | A |
| 5901089 | Korsh et al. | May 1999 | B1 |
| 5909449 | So et al. | Jun 1999 | B1 |
| 5912906 | Wu et al. | Jun 1999 | B1 |
| 5930167 | Lee et al. | Jul 1999 | B1 |
| 5937424 | Leak et al. | Aug 1999 | A |
| 5942004 | Cappelletti | Aug 1999 | B1 |
| 5946716 | Karp et al. | Aug 1999 | A |
| 5969986 | Wong et al. | Oct 1999 | A |
| 5982668 | Ishii et al. | Nov 1999 | A |
| 5991517 | Harari et al. | Nov 1999 | B1 |
| 5995417 | Chen et al. | Nov 1999 | A |
| 6009014 | Hollmer et al. | Dec 1999 | B1 |
| 6009016 | Ishii et al. | Dec 1999 | A |
| 6023425 | Ishii et al. | Feb 2000 | A |
| 6034891 | Norman | Mar 2000 | B1 |
| 6040993 | Chen et al. | Mar 2000 | A |
| 6041430 | Yamauchi | Mar 2000 | B1 |
| 6073204 | Lakhani et al. | Jun 2000 | B1 |
| 6101614 | Gonzales et al. | Aug 2000 | B1 |
| 6128237 | Shirley et al. | Oct 2000 | B1 |
| 6134140 | Tanaka et al. | Oct 2000 | A |
| 6134140 | Tanaka et al. | Oct 2000 | B1 |
| 6134143 | Norman | Oct 2000 | B1 |
| 6134631 | Jennings | Oct 2000 | B1 |
| 6141261 | Patti | Oct 2000 | A |
| 6151246 | So et al. | Nov 2000 | A |
| 6157573 | Ishii et al. | Dec 2000 | A |
| 6166962 | Chen et al. | Dec 2000 | B1 |
| 6169691 | Pasotti et al. | Jan 2001 | B1 |
| 6178466 | Gilbertson et al. | Jan 2001 | B1 |
| 6185134 | Tanaka et al. | Feb 2001 | B1 |
| 6209113 | Roohparvar | Mar 2001 | B1 |
| 6212654 | Lou et al. | Apr 2001 | B1 |
| 6219276 | Parker | Apr 2001 | B1 |
| 6219447 | Lee et al. | Apr 2001 | B1 |
| 6222762 | Guterman et al. | Apr 2001 | B1 |
| 6230233 | Lofgren et al. | May 2001 | B1 |
| 6240458 | Gilbertson | May 2001 | B1 |
| 6259627 | Wong | Jul 2001 | B1 |
| 6275419 | Guterman et al. | Aug 2001 | B1 |
| 6278632 | Chevallier | Aug 2001 | B1 |
| 6279069 | Robinson et al. | Aug 2001 | B1 |
| 6288944 | Kawamura | Sep 2001 | B1 |
| 6292394 | Cohen et al. | Sep 2001 | B1 |
| 6301151 | Engh et al. | Oct 2001 | B1 |
| 6304486 | Yano | Oct 2001 | B1 |
| 6307776 | So et al. | Oct 2001 | B1 |
| 6314044 | Sasaki et al. | Nov 2001 | B1 |
| 6317363 | Guterman et al. | Nov 2001 | B1 |
| 6317364 | Guterman et al. | Nov 2001 | B1 |
| 6345004 | Omura et al. | Feb 2002 | B1 |
| 6360346 | Miyauchi et al. | Mar 2002 | B1 |
| 6363008 | Wong | Mar 2002 | B1 |
| 6363454 | Lakhani et al. | Mar 2002 | B1 |
| 6366496 | Torelli et al. | Apr 2002 | B1 |
| 6385092 | Ishii et al. | May 2002 | B1 |
| 6392932 | Ishii et al. | May 2002 | B1 |
| 6396742 | Korsh et al. | May 2002 | B1 |
| 6397364 | Barkan | May 2002 | B1 |
| 6405323 | Lin et al. | Jun 2002 | B1 |
| 6405342 | Lee | Jun 2002 | B1 |
| 6418060 | Yang et al. | Jul 2002 | B1 |
| 6442585 | Dean et al. | Aug 2002 | B1 |
| 6445602 | Kokudo et al. | Sep 2002 | B1 |
| 6452838 | Ishii et al. | Sep 2002 | B1 |
| 6456528 | Chen | Sep 2002 | B1 |
| 6466476 | Wong et al. | Oct 2002 | B1 |
| 6467062 | Barkan | Oct 2002 | B1 |
| 6469931 | Ban et al. | Oct 2002 | B1 |
| 6480948 | Virajpet et al. | Nov 2002 | B1 |
| 6490236 | Fukuda et al. | Dec 2002 | B1 |
| 6522580 | Chen et al. | Feb 2003 | B2 |
| 6525952 | Araki et al. | Feb 2003 | B2 |
| 6532556 | Wong et al. | Mar 2003 | B1 |
| 6538922 | Khalid et al. | Mar 2003 | B1 |
| 6549464 | Tanaka et al. | Apr 2003 | B2 |
| 6553510 | Pekny et al. | Apr 2003 | B1 |
| 6558967 | Wong | May 2003 | B1 |
| 6560152 | Cernea | May 2003 | B1 |
| 6567311 | Ishii et al. | May 2003 | B2 |
| 6577539 | Iwahashi | Jun 2003 | B2 |
| 6584012 | Banks | Jun 2003 | B2 |
| 6615307 | Roohparvar | Sep 2003 | B1 |
| 6621739 | Gonzalez et al. | Sep 2003 | B2 |
| 6640326 | Buckingham et al. | Oct 2003 | B1 |
| 6643169 | Rudelic et al. | Nov 2003 | B2 |
| 6646913 | Micheloni et al. | Nov 2003 | B2 |
| 6678192 | Gongwer et al. | Jan 2004 | B2 |
| 6683811 | Ishii et al. | Jan 2004 | B2 |
| 6687155 | Nagasue | Feb 2004 | B2 |
| 6707748 | Lin et al. | Mar 2004 | B2 |
| 6708257 | Bao | Mar 2004 | B2 |
| 6714449 | Khalid | Mar 2004 | B2 |
| 6717847 | Chen | Apr 2004 | B2 |
| 6731557 | Beretta | May 2004 | B2 |
| 6732250 | Durrant | May 2004 | B2 |
| 6738293 | Iwahashi | May 2004 | B1 |
| 6751766 | Guterman et al. | Jun 2004 | B2 |
| 6757193 | Chen et al. | Jun 2004 | B2 |
| 6774808 | Hibbs et al. | Aug 2004 | B1 |
| 6781877 | Cernea et al. | Aug 2004 | B2 |
| 6804805 | Rub | Oct 2004 | B2 |
| 6807095 | Chen et al. | Oct 2004 | B2 |
| 6807101 | Ooishi et al. | Oct 2004 | B2 |
| 6809964 | Moschopoulos et al. | Oct 2004 | B2 |
| 6819592 | Noguchi et al. | Nov 2004 | B2 |
| 6829167 | Tu et al. | Dec 2004 | B2 |
| 6845052 | Ho et al. | Jan 2005 | B1 |
| 6851018 | Wyatt et al. | Feb 2005 | B2 |
| 6851081 | Yamamoto | Feb 2005 | B2 |
| 6856546 | Guterman et al. | Feb 2005 | B2 |
| 6862218 | Guterman et al. | Mar 2005 | B2 |
| 6870767 | Rudelic et al. | Mar 2005 | B2 |
| 6870773 | Noguchi et al. | Mar 2005 | B2 |
| 6873552 | Ishii et al. | Mar 2005 | B2 |
| 6879520 | Hosono et al. | Apr 2005 | B2 |
| 6882567 | Wong | Apr 2005 | B1 |
| 6894926 | Guterman et al. | May 2005 | B2 |
| 6907497 | Hosono et al. | Jun 2005 | B2 |
| 6925009 | Noguchi et al. | Aug 2005 | B2 |
| 6930925 | Guo et al. | Aug 2005 | B2 |
| 6934188 | Roohparvar | Aug 2005 | B2 |
| 6937511 | Hsu et al. | Aug 2005 | B2 |
| 6958938 | Noguchi et al. | Oct 2005 | B2 |
| 6963505 | Cohen | Nov 2005 | B2 |
| 6972993 | Conley et al. | Dec 2005 | B2 |
| 6988175 | Lasser | Jan 2006 | B2 |
| 6992932 | Cohen | Jan 2006 | B2 |
| 6999344 | Hosono et al. | Feb 2006 | B2 |
| 7002843 | Guterman et al. | Feb 2006 | B2 |
| 7006379 | Noguchi et al. | Feb 2006 | B2 |
| 7012835 | Gonzalez et al. | Mar 2006 | B2 |
| 7020017 | Chen et al. | Mar 2006 | B2 |
| 7023735 | Ban et al. | Apr 2006 | B2 |
| 7031210 | Park et al. | Apr 2006 | B2 |
| 7031214 | Tran | Apr 2006 | B2 |
| 7031216 | You | Apr 2006 | B2 |
| 7039846 | Hewitt et al. | May 2006 | B2 |
| 7042766 | Wang et al. | May 2006 | B1 |
| 7054193 | Wong | May 2006 | B1 |
| 7054199 | Lee et al. | May 2006 | B2 |
| 7057958 | So et al. | Jun 2006 | B2 |
| 7065147 | Ophir et al. | Jun 2006 | B2 |
| 7068539 | Guterman et al. | Jun 2006 | B2 |
| 7071849 | Zhang | Jul 2006 | B2 |
| 7072222 | Ishii et al. | Jul 2006 | B2 |
| 7079555 | Baydar et al. | Jul 2006 | B2 |
| 7088615 | Guterman et al. | Aug 2006 | B2 |
| 7099194 | Tu et al. | Aug 2006 | B2 |
| 7102924 | Chen et al. | Sep 2006 | B2 |
| 7113432 | Mokhlesi | Sep 2006 | B2 |
| 7130210 | Bathul et al. | Oct 2006 | B2 |
| 7139192 | Wong | Nov 2006 | B1 |
| 7139198 | Guterman et al. | Nov 2006 | B2 |
| 7145805 | Ishii et al. | Dec 2006 | B2 |
| 7151692 | Wu | Dec 2006 | B2 |
| 7158058 | Yu | Jan 2007 | B1 |
| 7170781 | So et al. | Jan 2007 | B2 |
| 7170802 | Cernea et al. | Jan 2007 | B2 |
| 7173859 | Hemink | Feb 2007 | B2 |
| 7177184 | Chen | Feb 2007 | B2 |
| 7177195 | Gonzalez et al. | Feb 2007 | B2 |
| 7177199 | Chen et al. | Feb 2007 | B2 |
| 7177200 | Ronen et al. | Feb 2007 | B2 |
| 7184338 | Nagakawa et al. | Feb 2007 | B2 |
| 7187195 | Kim | Mar 2007 | B2 |
| 7187592 | Guterman et al. | Mar 2007 | B2 |
| 7190614 | Wu | Mar 2007 | B2 |
| 7193898 | Cernea | Mar 2007 | B2 |
| 7193921 | Choi et al. | Mar 2007 | B2 |
| 7196644 | Anderson et al. | Mar 2007 | B1 |
| 7196928 | Chen | Mar 2007 | B2 |
| 7196933 | Shibata | Mar 2007 | B2 |
| 7197594 | Raz et al. | Mar 2007 | B2 |
| 7200062 | Kinsely et al. | Apr 2007 | B2 |
| 7210077 | Brandenberger et al. | Apr 2007 | B2 |
| 7221592 | Nazarian | May 2007 | B2 |
| 7224613 | Chen et al. | May 2007 | B2 |
| 7231474 | Helms et al. | Jun 2007 | B1 |
| 7231562 | Ohlhoff et al. | Jun 2007 | B2 |
| 7243275 | Gongwer et al. | Jul 2007 | B2 |
| 7254690 | Rao | Aug 2007 | B2 |
| 7254763 | Aadsen et al. | Aug 2007 | B2 |
| 7257027 | Park | Aug 2007 | B2 |
| 7259987 | Chen et al. | Aug 2007 | B2 |
| 7266026 | Gongwer et al. | Sep 2007 | B2 |
| 7266069 | Chu | Sep 2007 | B2 |
| 7269066 | Nguyen et al. | Sep 2007 | B2 |
| 7272757 | Stocken | Sep 2007 | B2 |
| 7274611 | Roohparvar | Sep 2007 | B2 |
| 7277355 | Tanzawa | Oct 2007 | B2 |
| 7280398 | Lee et al. | Oct 2007 | B1 |
| 7280409 | Misumi et al. | Oct 2007 | B2 |
| 7280415 | Hwang et al. | Oct 2007 | B2 |
| 7283399 | Ishii et al. | Oct 2007 | B2 |
| 7289344 | Chen | Oct 2007 | B2 |
| 7301807 | Khalid et al. | Nov 2007 | B2 |
| 7301817 | Li et al. | Nov 2007 | B2 |
| 7308525 | Lasser et al. | Dec 2007 | B2 |
| 7310255 | Chan | Dec 2007 | B2 |
| 7310269 | Shibata | Dec 2007 | B2 |
| 7310271 | Lee | Dec 2007 | B2 |
| 7310272 | Mokhlesi et al. | Dec 2007 | B1 |
| 7310347 | Lasser | Dec 2007 | B2 |
| 7312727 | Feng et al. | Dec 2007 | B1 |
| 7321509 | Chen et al. | Jan 2008 | B2 |
| 7328384 | Kulkarni et al. | Feb 2008 | B1 |
| 7342831 | Mokhlesi et al. | Mar 2008 | B2 |
| 7343330 | Boesjes et al. | Mar 2008 | B1 |
| 7345924 | Nguyen et al. | Mar 2008 | B2 |
| 7345928 | Li | Mar 2008 | B2 |
| 7349263 | Kim et al. | Mar 2008 | B2 |
| 7356755 | Fackenthal | Apr 2008 | B2 |
| 7363420 | Lin et al. | Apr 2008 | B2 |
| 7365671 | Anderson | Apr 2008 | B1 |
| 7388781 | Litsyn et al. | Jun 2008 | B2 |
| 7397697 | So et al. | Jul 2008 | B2 |
| 7405974 | Yaoi et al. | Jul 2008 | B2 |
| 7405979 | Ishii et al. | Jul 2008 | B2 |
| 7408804 | Hemink et al. | Aug 2008 | B2 |
| 7408810 | Aritome et al. | Aug 2008 | B2 |
| 7409473 | Conley et al. | Aug 2008 | B2 |
| 7409623 | Baker et al. | Aug 2008 | B2 |
| 7420847 | Li | Sep 2008 | B2 |
| 7433231 | Aritome | Oct 2008 | B2 |
| 7433697 | Karaoguz et al. | Oct 2008 | B2 |
| 7434111 | Sugiura et al. | Oct 2008 | B2 |
| 7437498 | Ronen | Oct 2008 | B2 |
| 7440324 | Mokhlesi | Oct 2008 | B2 |
| 7440331 | Hemink | Oct 2008 | B2 |
| 7441067 | Gorobetz et al. | Oct 2008 | B2 |
| 7447970 | Wu et al. | Nov 2008 | B2 |
| 7450421 | Mokhlesi et al. | Nov 2008 | B2 |
| 7453737 | Ha | Nov 2008 | B2 |
| 7457163 | Hemink | Nov 2008 | B2 |
| 7457897 | Lee et al. | Nov 2008 | B1 |
| 7460410 | Nagai et al. | Dec 2008 | B2 |
| 7460412 | Lee et al. | Dec 2008 | B2 |
| 7466592 | Mitani et al. | Dec 2008 | B2 |
| 7468907 | Kang et al. | Dec 2008 | B2 |
| 7468911 | Lutze et al. | Dec 2008 | B2 |
| 7469049 | Feng | Dec 2008 | B1 |
| 7471581 | Tran et al. | Dec 2008 | B2 |
| 7483319 | Brown | Jan 2009 | B2 |
| 7487329 | Hepkin et al. | Feb 2009 | B2 |
| 7487394 | Forhan et al. | Feb 2009 | B2 |
| 7492641 | Hosono et al. | Feb 2009 | B2 |
| 7508710 | Mokhlesi | Mar 2009 | B2 |
| 7526711 | Orio | Apr 2009 | B2 |
| 7539061 | Lee | May 2009 | B2 |
| 7539062 | Doyle | May 2009 | B2 |
| 7551492 | Kim | Jun 2009 | B2 |
| 7558109 | Brandman et al. | Jul 2009 | B2 |
| 7558839 | McGovern | Jul 2009 | B1 |
| 7568135 | Cornwell et al. | Jul 2009 | B2 |
| 7570520 | Kamei et al. | Aug 2009 | B2 |
| 7574555 | Porat et al. | Aug 2009 | B2 |
| 7590002 | Mokhlesi et al. | Sep 2009 | B2 |
| 7593259 | Kim | Sep 2009 | B2 |
| 7594093 | Kancherla | Sep 2009 | B1 |
| 7596707 | Vemula | Sep 2009 | B1 |
| 7609787 | Jahan et al. | Oct 2009 | B2 |
| 7613043 | Cornwell et al. | Nov 2009 | B2 |
| 7616498 | Mokhlesi et al. | Nov 2009 | B2 |
| 7619918 | Aritome | Nov 2009 | B2 |
| 7631245 | Lasser | Dec 2009 | B2 |
| 7633798 | Sarin et al. | Dec 2009 | B2 |
| 7633802 | Mokhlesi | Dec 2009 | B2 |
| 7639532 | Roohparvar et al. | Dec 2009 | B2 |
| 7644347 | Alexander et al. | Jan 2010 | B2 |
| 7656734 | Thorp et al. | Feb 2010 | B2 |
| 7660158 | Aritome | Feb 2010 | B2 |
| 7660183 | Ware et al. | Feb 2010 | B2 |
| 7661000 | Ueda et al. | Feb 2010 | B2 |
| 7661054 | Huffman et al. | Feb 2010 | B2 |
| 7665007 | Yang et al. | Feb 2010 | B2 |
| 7680987 | Clark et al. | Mar 2010 | B1 |
| 7733712 | Walston et al. | Jun 2010 | B1 |
| 7742351 | Inoue et al. | Jun 2010 | B2 |
| 7761624 | Karamcheti et al. | Jul 2010 | B2 |
| 7797609 | Neuman | Sep 2010 | B2 |
| 7810017 | Radke | Oct 2010 | B2 |
| 7848149 | Gonzalez et al. | Dec 2010 | B2 |
| 7869273 | Lee et al. | Jan 2011 | B2 |
| 7885119 | Li | Feb 2011 | B2 |
| 7904783 | Brandman et al. | Mar 2011 | B2 |
| 7924613 | Sommer | Apr 2011 | B1 |
| 7925936 | Sommer | Apr 2011 | B1 |
| 7928497 | Yaegashi | Apr 2011 | B2 |
| 7929549 | Talbot | Apr 2011 | B1 |
| 7930515 | Gupta et al. | Apr 2011 | B2 |
| 7945825 | Cohen et al. | May 2011 | B2 |
| 7978516 | Olbrich et al. | Jul 2011 | B2 |
| 8014094 | Jin | Sep 2011 | B1 |
| 8037380 | Cagno et al. | Oct 2011 | B2 |
| 8040744 | Gorobets et al. | Oct 2011 | B2 |
| 8065583 | Radke | Nov 2011 | B2 |
| 20010002172 | Tanaka et al. | May 2001 | A1 |
| 20010006479 | Ikehashi et al. | Jul 2001 | A1 |
| 20020038440 | Barkan | Mar 2002 | A1 |
| 20020056064 | Kidorf et al. | May 2002 | A1 |
| 20020118574 | Gongwer et al. | Aug 2002 | A1 |
| 20020133684 | Anderson | Sep 2002 | A1 |
| 20020166091 | Kidorf et al. | Nov 2002 | A1 |
| 20020174295 | Ulrich et al. | Nov 2002 | A1 |
| 20020196510 | Hietala et al. | Dec 2002 | A1 |
| 20030002348 | Chen et al. | Jan 2003 | A1 |
| 20030103400 | Van Tran | Jun 2003 | A1 |
| 20030161183 | Tran | Aug 2003 | A1 |
| 20030189856 | Cho et al. | Oct 2003 | A1 |
| 20040057265 | Mirabel et al. | Mar 2004 | A1 |
| 20040057285 | Cernea et al. | Mar 2004 | A1 |
| 20040083333 | Chang et al. | Apr 2004 | A1 |
| 20040083334 | Chang et al. | Apr 2004 | A1 |
| 20040105311 | Cernea et al. | Jun 2004 | A1 |
| 20040114437 | Li | Jun 2004 | A1 |
| 20040160842 | Fukiage | Aug 2004 | A1 |
| 20040223371 | Roohparvar | Nov 2004 | A1 |
| 20050007802 | Gerpheide | Jan 2005 | A1 |
| 20050013165 | Ban | Jan 2005 | A1 |
| 20050024941 | Lasser et al. | Feb 2005 | A1 |
| 20050024978 | Ronen | Feb 2005 | A1 |
| 20050030788 | Parkinson et al. | Feb 2005 | A1 |
| 20050086574 | Fackenthal | Apr 2005 | A1 |
| 20050121436 | Kamitani et al. | Jun 2005 | A1 |
| 20050144361 | Gonzalez et al. | Jun 2005 | A1 |
| 20050157555 | Ono et al. | Jul 2005 | A1 |
| 20050162913 | Chen | Jul 2005 | A1 |
| 20050169051 | Khalid et al. | Aug 2005 | A1 |
| 20050189649 | Maruyama et al. | Sep 2005 | A1 |
| 20050213393 | Lasser | Sep 2005 | A1 |
| 20050224853 | Ohkawa | Oct 2005 | A1 |
| 20050240745 | Iyer et al. | Oct 2005 | A1 |
| 20050243626 | Ronen | Nov 2005 | A1 |
| 20060004952 | Lasser | Jan 2006 | A1 |
| 20060028875 | Avraham et al. | Feb 2006 | A1 |
| 20060028877 | Meir | Feb 2006 | A1 |
| 20060101193 | Murin | May 2006 | A1 |
| 20060106972 | Gorobets et al. | May 2006 | A1 |
| 20060107136 | Gongwer et al. | May 2006 | A1 |
| 20060129750 | Lee et al. | Jun 2006 | A1 |
| 20060133141 | Gorobets | Jun 2006 | A1 |
| 20060156189 | Tomlin | Jul 2006 | A1 |
| 20060179334 | Brittain et al. | Aug 2006 | A1 |
| 20060190699 | Lee | Aug 2006 | A1 |
| 20060203546 | Lasser | Sep 2006 | A1 |
| 20060218359 | Sanders et al. | Sep 2006 | A1 |
| 20060221692 | Chen | Oct 2006 | A1 |
| 20060221705 | Hemink et al. | Oct 2006 | A1 |
| 20060221714 | Li et al. | Oct 2006 | A1 |
| 20060239077 | Park et al. | Oct 2006 | A1 |
| 20060239081 | Roohparvar | Oct 2006 | A1 |
| 20060256620 | Nguyen et al. | Nov 2006 | A1 |
| 20060256626 | Werner et al. | Nov 2006 | A1 |
| 20060256891 | Yuan et al. | Nov 2006 | A1 |
| 20060271748 | Jain et al. | Nov 2006 | A1 |
| 20060285392 | Incarnati et al. | Dec 2006 | A1 |
| 20060285396 | Ha | Dec 2006 | A1 |
| 20070006013 | Moshayedi et al. | Jan 2007 | A1 |
| 20070019481 | Park | Jan 2007 | A1 |
| 20070033581 | Tomlin et al. | Feb 2007 | A1 |
| 20070047314 | Goda et al. | Mar 2007 | A1 |
| 20070047326 | Nguyen et al. | Mar 2007 | A1 |
| 20070050536 | Kolokowsky | Mar 2007 | A1 |
| 20070058446 | Hwang et al. | Mar 2007 | A1 |
| 20070061502 | Lasser et al. | Mar 2007 | A1 |
| 20070067667 | Ikeuchi et al. | Mar 2007 | A1 |
| 20070074093 | Lasser | Mar 2007 | A1 |
| 20070086239 | Litsyn et al. | Apr 2007 | A1 |
| 20070086260 | Sinclair | Apr 2007 | A1 |
| 20070089034 | Litsyn et al. | Apr 2007 | A1 |
| 20070091677 | Lasser et al. | Apr 2007 | A1 |
| 20070091694 | Lee et al. | Apr 2007 | A1 |
| 20070103978 | Conley et al. | May 2007 | A1 |
| 20070103986 | Chen | May 2007 | A1 |
| 20070104211 | Opsasnick | May 2007 | A1 |
| 20070109845 | Chen | May 2007 | A1 |
| 20070109849 | Chen | May 2007 | A1 |
| 20070115726 | Cohen et al. | May 2007 | A1 |
| 20070118713 | Guterman et al. | May 2007 | A1 |
| 20070143378 | Gorobetz | Jun 2007 | A1 |
| 20070143531 | Atri | Jun 2007 | A1 |
| 20070159889 | Kang et al. | Jul 2007 | A1 |
| 20070159892 | Kang et al. | Jul 2007 | A1 |
| 20070159907 | Kwak | Jul 2007 | A1 |
| 20070168837 | Murin | Jul 2007 | A1 |
| 20070171714 | Wu et al. | Jul 2007 | A1 |
| 20070183210 | Choi et al. | Aug 2007 | A1 |
| 20070189073 | Aritome | Aug 2007 | A1 |
| 20070195602 | Fong et al. | Aug 2007 | A1 |
| 20070206426 | Mokhlesi | Sep 2007 | A1 |
| 20070208904 | Hsieh et al. | Sep 2007 | A1 |
| 20070226599 | Motwani | Sep 2007 | A1 |
| 20070236990 | Aritome | Oct 2007 | A1 |
| 20070253249 | Kang et al. | Nov 2007 | A1 |
| 20070256620 | Viggiano et al. | Nov 2007 | A1 |
| 20070263455 | Cornwell et al. | Nov 2007 | A1 |
| 20070266232 | Rodgers et al. | Nov 2007 | A1 |
| 20070271424 | Lee et al. | Nov 2007 | A1 |
| 20070280000 | Fujiu et al. | Dec 2007 | A1 |
| 20070291571 | Balasundaram | Dec 2007 | A1 |
| 20070297234 | Cernea et al. | Dec 2007 | A1 |
| 20080010395 | Mylly et al. | Jan 2008 | A1 |
| 20080025121 | Tanzawa | Jan 2008 | A1 |
| 20080043535 | Roohparvar | Feb 2008 | A1 |
| 20080049504 | Kasahara et al. | Feb 2008 | A1 |
| 20080049506 | Guterman | Feb 2008 | A1 |
| 20080052446 | Lasser et al. | Feb 2008 | A1 |
| 20080055993 | Lee | Mar 2008 | A1 |
| 20080080243 | Edahiro et al. | Apr 2008 | A1 |
| 20080082730 | Kim et al. | Apr 2008 | A1 |
| 20080089123 | Chae et al. | Apr 2008 | A1 |
| 20080104309 | Cheon et al. | May 2008 | A1 |
| 20080104312 | Lasser | May 2008 | A1 |
| 20080109590 | Jung et al. | May 2008 | A1 |
| 20080115017 | Jacobson | May 2008 | A1 |
| 20080123420 | Brandman et al. | May 2008 | A1 |
| 20080123426 | Lutze et al. | May 2008 | A1 |
| 20080126686 | Sokolov et al. | May 2008 | A1 |
| 20080130341 | Shalvi et al. | Jun 2008 | A1 |
| 20080148115 | Sokolov et al. | Jun 2008 | A1 |
| 20080151618 | Sharon et al. | Jun 2008 | A1 |
| 20080151667 | Miu et al. | Jun 2008 | A1 |
| 20080158958 | Sokolov et al. | Jul 2008 | A1 |
| 20080181001 | Shalvi | Jul 2008 | A1 |
| 20080198650 | Shalvi et al. | Aug 2008 | A1 |
| 20080198654 | Toda | Aug 2008 | A1 |
| 20080209116 | Caulkins | Aug 2008 | A1 |
| 20080209304 | Winarski et al. | Aug 2008 | A1 |
| 20080215798 | Sharon et al. | Sep 2008 | A1 |
| 20080219050 | Shalvi et al. | Sep 2008 | A1 |
| 20080239093 | Easwar et al. | Oct 2008 | A1 |
| 20080239812 | Abiko et al. | Oct 2008 | A1 |
| 20080253188 | Aritome | Oct 2008 | A1 |
| 20080263262 | Sokolov et al. | Oct 2008 | A1 |
| 20080263676 | Mo et al. | Oct 2008 | A1 |
| 20080270730 | Lasser et al. | Oct 2008 | A1 |
| 20080282106 | Shalvi et al. | Nov 2008 | A1 |
| 20080288714 | Salomon et al. | Nov 2008 | A1 |
| 20090013233 | Radke | Jan 2009 | A1 |
| 20090024905 | Shalvi et al. | Jan 2009 | A1 |
| 20090034337 | Aritome | Feb 2009 | A1 |
| 20090043831 | Antonopoulos et al. | Feb 2009 | A1 |
| 20090043951 | Shalvi et al. | Feb 2009 | A1 |
| 20090049234 | Oh et al. | Feb 2009 | A1 |
| 20090073762 | Lee et al. | Mar 2009 | A1 |
| 20090086542 | Lee et al. | Apr 2009 | A1 |
| 20090089484 | Chu | Apr 2009 | A1 |
| 20090091979 | Shalvi | Apr 2009 | A1 |
| 20090094930 | Schwoerer | Apr 2009 | A1 |
| 20090106485 | Anholt | Apr 2009 | A1 |
| 20090112949 | Ergan et al. | Apr 2009 | A1 |
| 20090132755 | Radke | May 2009 | A1 |
| 20090144600 | Perlmutter et al. | Jun 2009 | A1 |
| 20090150894 | Huang et al. | Jun 2009 | A1 |
| 20090157950 | Selinger | Jun 2009 | A1 |
| 20090157964 | Kasorla et al. | Jun 2009 | A1 |
| 20090158126 | Perlmutter et al. | Jun 2009 | A1 |
| 20090168524 | Golov et al. | Jul 2009 | A1 |
| 20090172257 | Prins et al. | Jul 2009 | A1 |
| 20090172261 | Prins et al. | Jul 2009 | A1 |
| 20090193184 | Yu et al. | Jul 2009 | A1 |
| 20090199074 | Sommer et al. | Aug 2009 | A1 |
| 20090204824 | Lin et al. | Aug 2009 | A1 |
| 20090204872 | Yu et al. | Aug 2009 | A1 |
| 20090213653 | Perlmutter et al. | Aug 2009 | A1 |
| 20090213654 | Perlmutter et al. | Aug 2009 | A1 |
| 20090225595 | Kim | Sep 2009 | A1 |
| 20090228761 | Perlmutter et al. | Sep 2009 | A1 |
| 20090240872 | Perlmutter et al. | Sep 2009 | A1 |
| 20090265509 | Klein | Oct 2009 | A1 |
| 20090300227 | Nochimowski et al. | Dec 2009 | A1 |
| 20090323412 | Mokhlesi et al. | Dec 2009 | A1 |
| 20090327608 | Eschmann | Dec 2009 | A1 |
| 20100017650 | Chin et al. | Jan 2010 | A1 |
| 20100034022 | Dutta et al. | Feb 2010 | A1 |
| 20100057976 | Lasser | Mar 2010 | A1 |
| 20100061151 | Miwa et al. | Mar 2010 | A1 |
| 20100082883 | Chen et al. | Apr 2010 | A1 |
| 20100083247 | Kanevsky et al. | Apr 2010 | A1 |
| 20100110580 | Takashima | May 2010 | A1 |
| 20100124088 | Shalvi et al. | May 2010 | A1 |
| 20100131697 | Alrod et al. | May 2010 | A1 |
| 20100131827 | Sokolov et al. | May 2010 | A1 |
| 20100142268 | Aritome | Jun 2010 | A1 |
| 20100142277 | Yang et al. | Jun 2010 | A1 |
| 20100157675 | Shalvi et al. | Jun 2010 | A1 |
| 20100165689 | Rotbard et al. | Jul 2010 | A1 |
| 20100169547 | Ou | Jul 2010 | A1 |
| 20100169743 | Vogan et al. | Jul 2010 | A1 |
| 20100174847 | Paley et al. | Jul 2010 | A1 |
| 20100195390 | Shalvi | Aug 2010 | A1 |
| 20100199150 | Shalvi et al. | Aug 2010 | A1 |
| 20100211803 | Lablans | Aug 2010 | A1 |
| 20100220509 | Sokolov et al. | Sep 2010 | A1 |
| 20100220510 | Shalvi | Sep 2010 | A1 |
| 20100250836 | Sokolov et al. | Sep 2010 | A1 |
| 20100287217 | Borchers et al. | Nov 2010 | A1 |
| 20110010489 | Yeh | Jan 2011 | A1 |
| 20110060969 | Ramamoorthy et al. | Mar 2011 | A1 |
| 20110066793 | Burd | Mar 2011 | A1 |
| 20110075482 | Shepard et al. | Mar 2011 | A1 |
| 20110107049 | Kwon et al. | May 2011 | A1 |
| 20110149657 | Haratsch et al. | Jun 2011 | A1 |
| 20110199823 | Bar-Or et al. | Aug 2011 | A1 |
| 20110264843 | Haines et al. | Oct 2011 | A1 |
| 20110302354 | Miller | Dec 2011 | A1 |
| Number | Date | Country |
|---|---|---|
| 0783754 | Jul 1997 | EP |
| 1434236 | Jun 2004 | EP |
| 1605509 | Dec 2005 | EP |
| 9610256 | Apr 1996 | WO |
| 9828745 | Jul 1998 | WO |
| 02100112 | Dec 2002 | WO |
| 03100791 | Dec 2003 | WO |
| 2007046084 | Apr 2007 | WO |
| 2007132452 | Nov 2007 | WO |
| 2007132453 | Nov 2007 | WO |
| 2007132456 | Nov 2007 | WO |
| 2007132457 | Nov 2007 | WO |
| 2007132458 | Nov 2007 | WO |
| 2007146010 | Dec 2007 | WO |
| 2008026203 | Mar 2008 | WO |
| 2008053472 | May 2008 | WO |
| 2008053473 | May 2008 | WO |
| 2008068747 | Jun 2008 | WO |
| 2008077284 | Jul 2008 | WO |
| 2008083131 | Jul 2008 | WO |
| 2008099958 | Aug 2008 | WO |
| 2008111058 | Sep 2008 | WO |
| 2008124760 | Oct 2008 | WO |
| 2008139441 | Nov 2008 | WO |
| 2009037691 | Mar 2009 | WO |
| 2009037697 | Mar 2009 | WO |
| 2009038961 | Mar 2009 | WO |
| 2009050703 | Apr 2009 | WO |
| 2009053961 | Apr 2009 | WO |
| 2009053962 | Apr 2009 | WO |
| 2009053963 | Apr 2009 | WO |
| 2009063450 | May 2009 | WO |
| 2009072100 | Jun 2009 | WO |
| 2009072101 | Jun 2009 | WO |
| 2009072102 | Jun 2009 | WO |
| 2009072103 | Jun 2009 | WO |
| 2009072104 | Jun 2009 | WO |
| 2009072105 | Jun 2009 | WO |
| 2009074978 | Jun 2009 | WO |
| 2009074979 | Jun 2009 | WO |
| 2009078006 | Jun 2009 | WO |
| 2009095902 | Aug 2009 | WO |
| 2011024015 | Mar 2011 | WO |
| Entry |
|---|
| US 7,161,836, 01/2007, Wan et al. (withdrawn). |
| Agrell et al., “Closest Point Search in Lattices”, IEEE Transactions on Information Theory, vol. 48, No. 8, pp. 2201-2214, Aug. 2002. |
| Ankolekar et al., “Multibit Error-Correction Methods for Latency-Constrained Flash Memory Systems”, IEEE Transactions on Device and Materials Reliability, vol. 10, No. 1, pp. 33-39, Mar. 2010. |
| Berman et al., “Mitigating Inter-Cell Coupling Effects in MLC NAND Flash via Constrained Coding”, Flash Memory Summit, Santa Clara, USA, Aug. 19, 2010. |
| Bez et al., “Introduction to Flash memory”, Proceedings of the IEEE, vol. 91, No. 4, pp. 489-502, Apr. 2003. |
| Blahut, R.E., “Theory and Practice of Error Control Codes,” Addison-Wesley, May 1984, section 3.2, pp. 47-48. |
| Chang, L., “Hybrid Solid State Disks: Combining Heterogeneous NAND Flash in Large SSDs”, ASPDAC, Jan. 2008. |
| Cho et al., “Multi-Level NAND Flash Memory with Non-Uniform Threshold Voltage Distribution,” IEEE International Solid-State Circuits Conference (ISSCC), San Francisco, CA, Feb. 5-7, 2001, pp. 28-29 and 424. |
| Compaq et al., “Universal Serial Bus Specification”, revision 2.0, Apr. 27, 2000. |
| Databahn™, “Flash memory controller IP”, Denali Software, Inc., 1994 https://www.denali.com/en/products/databahn—flash.jsp. |
| Datalight, Inc., “FlashFX Pro 3.1 High Performance Flash Manager for Rapid Development of Reliable Products”, Nov. 16, 2006. |
| Duann, N., Silicon Motion Presentation “SLC & MLC Hybrid”, Flash Memory Summit, Santa Clara, USA, Aug. 2008. |
| Eitan et al., “Can NROM, a 2-bit, Trapping Storage NVM Cell, Give a Real Challenge to Floating Gate Cells?”, Proceedings of the 1999 International Conference on Solid State Devices and Materials (SSDM), pp. 522-524, Tokyo, Japan 1999. |
| Eitan et al., “Multilevel Flash Cells and their Trade-Offs”, Proceedings of the 1996 IEEE International Electron Devices Meeting (IEDM), pp. 169-172, New York, USA 1996. |
| Engh et al., “A self adaptive programming method with 5 mV accuracy for multi-level storage in FLASH”, pp. 115-118, Proceedings of the IEEE 2002 Custom Integrated Circuits Conference, May 12-15, 2002. |
| Engineering Windows 7, “Support and Q&A for Solid-State Drives”, e7blog, May 5, 2009. |
| Goodman et al., “On-Chip ECC for Multi-Level Random Access Memories,” Proceedings of the IEEE/CAM Information Theory Workshop, Ithaca, USA, Jun. 25-29, 1989. |
| Gotou, H., “An Experimental Confirmation of Automatic Threshold Voltage Convergence in a Flash Memory Using Alternating Word-Line Voltage Pulses”, IEEE Electron Device Letters, vol. 18, No. 10, pp. 503-505, Oct. 1997. |
| Han et al., “An Intelligent Garbage Collection Algorithm for Flash Memory Storages”, Computational Science and Its Applications—ICCSA 2006, vol. 3980/2006, pp. 1019-1027, Springer Berlin / Heidelberg, Germany, May 11, 2006. |
| Han et al., “CATA: A Garbage Collection Scheme for Flash Memory File Systems”, Ubiquitous Intelligence and Computing, vol. 4159/2006, pp. 103-112, Springer Berlin / Heidelberg, Aug. 25, 2006. |
| Hong et al., “NAND Flash-based Disk Cache Using SLC/MLC Combined Flash Memory”, 2010 International Workshop on Storage Network Architecture and Parallel I/Os, pp. 21-30, USA, May 3, 2010. |
| Horstein, “On the Design of Signals for Sequential and Nonsequential Detection Systems with Feedback,” IEEE Transactions on Information Theory IT-12:4 (Oct. 1966), pp. 448-455. |
| How to Resolve Bad Super Block: Magic Number Wrong “in BSD”, Free Online Articles Director Article Base, posted Sep. 5, 2009. |
| Huffman, A., “Non-Volatile Memory Host Controller Interface (NVMHCI)”, Specification 1.0, Apr. 14, 2008. |
| JEDEC Standard JESD84-C44, “Embedded MultiMediaCard (eMMC) Mechanical Standard, with Optional Reset Signal”, Jedec Solid State Technology Association, USA, Jul. 2009. |
| JEDEC, “UFS Specification”, version 0.1, Nov. 11, 2009. |
| Jung et al., in “A 117 mm.sup.2 3.3V Only 128 Mb Multilevel NAND Flash Memory for Mass Storage Applications,” IEEE Journal of Solid State Circuits, (11:31), Nov. 1996, pp. 1575-1583. |
| Kang et al., “A Superblock-based Flash Translation Layer for NAND Flash Memory”, Proceedings of the 6th ACM & IEEE International Conference on Embedded Software, pp. 161-170, Seoul, Korea, Oct. 22-26, 2006. |
| Kawaguchi et al. 1995. A flash-memory based file system. In Proceedings of the USENIX 1995 Technical Conference , New Orleans, Louisiana. 155-164. |
| Kim et al., “Future Memory Technology including Emerging New Memories”, Proceedings of the 24th International Conference on Microelectronics (MIEL), vol. 1, pp. 377-384, Nis, Serbia and Montenegro, May 16-19, 2004. |
| Lee et al., “Effects of Floating Gate Interference on NAND Flash Memory Cell Operation”, IEEE Electron Device Letters, vol. 23, No. 5, pp. 264-266, May 2002. |
| Maayan et al., “A 512 Mb NROM Flash Data Storage Memory with 8 MB/s Data Rate”, Proceedings of the 2002 IEEE International Solid-State circuits Conference (ISSCC 2002), pp. 100-101, San Francisco, USA, Feb. 3-7, 2002. |
| Mielke et al., “Recovery Effects in the Distributed Cycling of Flash Memories”, IEEE 44th Annual International Reliability Physics Symposium, pp. 29-35, San Jose, USA, Mar. 2006. |
| Micron Technology Inc., “Memory Management in NAND Flash Arrays”, Technical Note, year 2005. |
| Numonyx, “M25PE16: 16-Mbit, page-erasable serial flash memory with byte-alterability, 75 MHz SPI bus, standard pinout”, Apr. 2008. |
| Onfi, “Open NAND Flash Interface Specification,” revision 1.0, Dec. 28, 2006. |
| Panchbhai et al., “Improving Reliability of NAND Based Flash Memory Using Hybrid SLC/MLC Device”, Project Proposal for CSci 8980—Advanced Storage Systems, University of Minnesota, USA, Spring 2009. |
| Park et al., “Sub-Grouped Superblock Management for High-Performance Flash Storages”, IEICE Electronics Express, vol. 6, No. 6, pp. 297-303, Mar. 25, 2009. |
| Phison Electronics Corporation, “PS8000 Controller Specification (for SD Card)”, revision 1.2 Document No. S-07018, Mar. 28, 2007. |
| Shalvi, et al., “Signal Codes,” Proceedings of the 2003 IEEE Information Theory Workshop (ITW'2003), Paris, France, Mar. 31-Apr. 4, 2003. |
| SD Group and SD Card Association, “SD Specifications Part 1 Physical Layer Specification”, version 3.01, draft 1.00, Nov. 9, 2009. |
| Serial ATA International Organization, “Serial ATA Revision 3.0 Specification”, Jun. 2, 2009. |
| Shiozaki, A., “Adaptive Type-II Hybrid Broadcast ARQ System”, IEEE Transactions on Communications, vol. 44, Issue 4, pp. 420-422, Apr. 1996. |
| Suh et al., “A 3.3V 32Mb NAND Flash Memory with Incremental Step Pulse Programming Scheme”, IEEE Journal of Solid-State Circuits, vol. 30, No. 11, pp. 1149-1156, Nov. 1995. |
| ST Microelectronics, “Bad Block Management in NAND Flash Memories”, Application note AN-1819, Geneva, Switzerland, May 2004. |
| ST Microelectronics, “Wear Leveling in Single Level Cell NAND Flash Memories,” Application note AN-1822 Geneva, Switzerland, Feb. 2007. |
| Super User Forums, “SD Card Failure, can't read superblock”, posted Aug. 8, 2010. |
| Takeuchi et al., “A Double Level VTH Select Gate Array Architecture for Multi-Level NAND Flash Memories”, Digest of Technical Papers, 1995 Symposium on VLSI Circuits, pp. 69-70, Jun. 8-10, 1995. |
| Takeuchi et al., “A Multipage Cell Architecture for High-Speed Programming Multilevel NAND Flash Memories”, IEEE Journal of Solid State Circuits, vol. 33, No. 8, Aug. 1998. |
| UBUNTU Forums, “Memory Stick Failed IO Superblock”, posted Nov. 11, 2009. |
| Wu et al., “eNVy: A non-Volatile, Main Memory Storage System”, Proceedings of the 6th International Conference on Architectural support for programming languages and operating systems, pp. 86-87, San Jose, USA, 1994. |
| International Application PCT/IL2007/000575 Search Report dated May 30, 2008. |
| International Application PCT/IL2007/000576 Search Report dated Jul. 7, 2008. |
| International Application PCT/IL2007/000579 Search report dated Jul. 3, 2008. |
| International Application PCT/IL2007/000580 Search Report dated Sep. 11, 2008. |
| International Application PCT/IL2007/000581 Search Report dated Aug. 25, 2008. |
| International Application PCT/IL2007/001059 Search report dated Aug. 7, 2008. |
| International Application PCT/IL2007/001315 search report dated Aug. 7, 2008. |
| International Application PCT/IL2007/001316 Search report dated Jul. 22, 2008. |
| International Application PCT/IL2007/001488 Search report dated Jun. 20, 2008. |
| International Application PCT/IL2008/000329 Search report dated Nov. 25, 2008. |
| International Application PCT/IL2008/000519 Search report dated Nov. 20, 2008. |
| International Application PCT/IL2008/001188 Search Report dated Jan. 28, 2009. |
| International Application PCT/IL2008/001356 Search Report dated Feb. 3, 2009. |
| International Application PCT/IL2008/001446 Search report dated Feb. 20, 2009. |
| Wei, L., “Trellis-Coded Modulation With Multidimensional Constellations”, IEEE Transactions on Information Theory, vol. IT-33, No. 4, pp. 483-501, Jul. 1987. |
| Conway et al., “Sphere Packings, Lattices and Groups”, 3rd edition, chapter 4, pp. 94-135, Springer, New York, USA 1998. |
| Chinese Patent Application # 200780040493.X Official Action dated Jun. 15, 2011. |
| Chinese Patent Application # 200780026181.3 Official Action dated Mar. 7, 2012. |
| Chinese Patent Application # 200780026094.8 Official Action dated Feb. 2, 2012. |
| Budilovsky et al., “Prototyping a High-Performance Low-Cost Solid-State Disk”, SYSTOR—The 4th Annual International Systems and Storage Conference, Haifa, Israel, May 30-Jun. 1, 2011. |
| NVM Express Protocol, “NVM Express”, Revision 1.0b, Jul. 12, 2011. |
| SCSI Protocol, “Information Technology—SCSI Architecture Model—5 (SAM-5)”, INCITS document T10/2104-D, revision 01, Jan. 28, 2009. |
| SAS Protocol, “Information Technology—Serial Attached SCSI—2 (SAS-2)”, INCITS document T10/1760-D, revision 15a, Feb. 22, 2009. |
| Kim et al., “Multi-bit Error Tolerant Caches Using Two-Dimensional Error Coding”, Proceedings of the 40th Annual ACM/IEEE International Symposium on Microarchitecture (MICRO-40), Chicago, USA, Dec. 1-5, 2007. |
| Number | Date | Country | |
|---|---|---|---|
| 61369719 | Aug 2010 | US |