This disclosure relates to information storage and, more particularly, to systems and methods for reducing operational latency of data storage systems.
Many computing systems generate or receive data that may be desirable to store persistently. These computing systems often utilize a data storage device, such as a hard disk drive (“HDD”), for data storage and retrieval. In many cases, a HDD can include a circular recording disk made from a magnetic material onto (and/or into) which data can be recorded as patterns of magnetic polarity. A write head of the HDD can write data to the recording disk in response to a write instruction, and a read head can retrieve data from the recording disk in response to a read instruction.
A HDD may perform certain tasks upon each read or write instruction as a result of a particular magnetic recording implementation. For one example, a data storage device can implement shingled magnetic recording (“SMR”) to increase the data density of the recording disk. For example, an SMR data storage device can write data in tracks that partially overlap radially and/or circumferentially. Accordingly, in part as a result of the overlap of SMR tracks, an SMR data storage device can overwrite data tracks adjacent to the written data track during a write operation. Accordingly, many SMR data storage devices write data sequentially, and data may be organized into to one or more zones.
Reference will now be made to representative embodiments illustrated in the accompanying figures. It should be understood that the following descriptions are not intended to limit the disclosure to one preferred embodiment. To the contrary, each is intended to cover alternatives, modifications, and equivalents as may be included within the spirit and scope of the described embodiments as defined by the appended claims.
The use of the same or similar reference numerals in different drawings indicates similar, related, or identical items where appropriate.
Embodiments described herein relate to systems and methods for decreasing the operational latency of data storage systems implementing shingled magnetic recording, although the various systems and methods described herein are not limited to particular form factors and can apply equally to magnetic or non-magnetic data storage system types. Further, it should be appreciated that the various embodiments described herein, as well as functionality, operation, components, and capabilities thereof may be combined with other elements as necessary, and so any physical, functional, or operational discussion of any element or feature is not intended to be limited solely to a particular embodiment to the exclusion of others.
Many embodiments described herein take the form of a data storage system that performs various maintenance operations to physical sections of a magnetic recording disk. A variety of maintenance operations (such as block, zone, and/or sector conditioning, managing relocation lists, facilitating discovery of write pointer locations, etc.) can be performed as initialization operations (for example on power up) to minimize writing to physically defective sectors. For example, in certain embodiments, a zone conditioning operation can include writing a particular pattern to one or more blocks within a particular zone of the data storage system. Thereafter, the pattern may be read back by the data storage system. The written and read patterns can be compared to determine whether the data was written correctly. In the event that the patterns do not match, the data storage system may attempt to write the pattern again. If the patterns do not match for subsequent write/read comparisons, the data storage system can conclude that a physical defect is present. The data storage system can note the location of the physical defect so as to avoid writing to that location during future write operations.
In other examples, a zone conditioning operation can include writing a known pattern or applying a known signal one or more times to one or more blocks of a particular zone so as to normalize the magnetic polarity of the various blocks within the zone. For example, an alternating current signal (“AC”) can be applied at a particular frequency to various blocks of a selected zone as a write operation. In this manner, the operation can have the effect of securely erasing old data before new data is written. Accordingly, the conditioning operation of applying an AC signal at a selected frequency to erase one or more blocks of a particular zone is referred to herein as an “AC erase” operation.
In still further examples, a zone conditioning operation can include reading data currently stored within a zone. For one example, as noted above, a data storage device can implement SMR to increase the data density of the recording disk. Upon receiving a write instruction to a specific zone, an SMR data storage device may condition the zone by first reading the entire zone (or a portion of the zone) into a separate memory location such as a data buffer. In this manner, the data stored within the zone is not lost as a result of the SMR write operation.
In still further examples, a zone conditioning operation can include determining a safe write location within the data storage system as an initialization operation performed on power up. For example, certain data storage systems may only write data sequentially (e.g., SMR data storage systems). In such systems, a non-volatile memory within the data storage system can maintain a table or database of pointers to safe write locations. For example, the non-volatile memory can store a pointer to the last block that contains data within a particular zone. In this manner, when the data storage system next receives an instruction to write to that zone, the non-volatile memory can be queried to retrieve the appropriate write pointer. Thereafter, the data storage system can write data sequentially from the retrieved write pointer. Once the data write operation is complete, the non-volatile memory can be updated to include a new write pointer for the particular zone.
However, in certain cases, a write pointer may not be properly updated. For example, if the data storage device loses power during a write operation, the non-volatile memory may not be updated. In such examples, if the data storage system attempts to write to a zone based on the write pointer retrieved from the non-volatile memory, data can be overwritten and permanently lost. Accordingly, certain sequential data system embodiments described herein, including SMR data storage systems, can include a conditioning operation to facilitate the discovery and/or verification of the location of a write pointer within a particular zone when the data storage device powers up after a power loss. In one embodiment, the conditioning operation can include reading data from that zone until a block is encountered that does not contain data.
Furthermore, in some cases, a sequential data system can receive a write-pointer reset command for a particular zone. In response to the write pointer reset command, the sequential data system can set that zone's write pointer back to the first block of the zone. In these examples the sequential data system may perform one or more conditioning operations prior to writing data at the newly-reset write pointer in order to, for example, discover defects on the magnetic recording disk, write a known pattern to facilitate discovery of write pointer locations, perform an AC erase operation, and so on.
However, although zone conditioning may improve the reliability of certain data storage systems (e.g., AC erase, facilitation of write pointer discovery, and so on), such conditioning operations typically are high latency operations. In other words, although data may be more reliably stored as a result of conditioning, the time required to condition a zone and then write to the zone may be undesirable for certain data storage devices.
Accordingly, embodiments described herein relate to systems and methods for reducing operational latency of data storage systems that may be configured to perform one or more maintenance and/or conditioning operations.
For example, many embodiments include a data storage system having an inactive zone configured to be substituted for an active zone upon receiving an instruction from a host device (such as a computing system) to reset of the write pointer of the active zone. In these examples, the inactive zone may already be conditioned for writing data. In this manner, once the inactive zone is substituted for the active zone, write operations can be performed on the previously-inactive and already-conditioned zone immediately. Sometime later, for example while the data storage system is idle, one or more conditioning operations can be performed on the previously-active zone, as a background task for example. In this manner, from the perspective of the host device, write operations following write pointer reset commands occur immediately whereas conditioning operations occur in a manner that is transparent to the host device. In an alternative non-limiting phrasing, the data storage system of certain embodiments accelerates the performance of write operations by delaying the performance of conditioning operations.
In some embodiments, a data storage system can be implemented with a plurality of auxiliary zones. For example, a data storage system can include a magnetic recording disk divided into ten writeable zones. These zones can be organized into six ‘active’ zones and four auxiliary ‘inactive’ zones. When the data storage system receives a write pointer reset instruction to one of the six active zones, the data storage system can substitute one of the four inactive zones with the active zone to be written. Thereafter, the status of the substituted zones can be toggled; the previously-inactive zone can be set to an ‘active’ status and the previously-active zone can be set to an ‘inactive’ status.
In many examples, each zone of a data storage system can be associated with a unique address. In some embodiments, the address for a particular zone can be implemented as a pointer to a particular physical location along a magnetic recording disk. In these embodiments, the operation of substituting an active zone with an inactive zone can be performed by substituting the addresses and/or pointer of each respective zone.
Continuing the ten-zone example presented above, the data storage system can internally address the ten zones as zones 1-10. The six active zones can be reported to the host device as writable zones A-F. For example, if zones 1-6 are ‘active’ and zones 7-10 are ‘inactive’, the data storage system can associate the address of zone 1 with zone A, the address of zone 2 with zone B, and so on. In this manner, if the host device provides an instruction to read data from zone A, the data storage system can read from zone 1, if the host device provides an instruction to read data from zone B, the data storage system can read from zone 2, and so on.
Accordingly, for many embodiments described herein, when the host device provides an instruction to write to zone A, the data storage system can replace the address of zone 1 with the address of an inactive zone such as, in this example, zone 7. Thereafter, the data storage system can write to zone 7 in response to the write instruction to zone A. Next, the data storage system can report to the host device that the write operation to zone A is commenced. As a result of this operation, zone 7 may be set to ‘active’ status and zone 1 may be set to ‘inactive’ status. In this manner, if the host device subsequently provides an instruction to read data from zone A, the data storage system can read from zone 7.
In certain some embodiments, a data storage system can have a number of inactive zones organized as a queue. When idle, the data storage system can perform conditioning operations on the inactive zones within the queue. In one example, the data storage system can condition the inactive zones in a first-in-first-out order. In these embodiments, when the data storage system receives a write instruction to an active zone, the active zone can be pushed onto the inactive zone queue while an inactive zone (that is already conditioned) can be popped from the inactive zone queue and substituted for the previously-active zone. The data storage system can thereafter perform the write operation to the previously-inactive zone. In still further examples, more than one zone queue can be used.
In some embodiments, the number of active and inactive zones can vary. For example, one may appreciate that the greater the number of inactive zones, the faster data may be written. In other words, continuing the example above, if a host device submits an instruction to write data to zones A-E, an implementation with at least five ‘inactive’ zones may be suited to execute the five write operations faster than an implementation with only four ‘inactive’ zones. In other words, the implementation with four ‘inactive’ zones may need to condition one zone prior to writing zone E.
In further embodiments, the number of active and inactive zones can dynamically vary based on one or more parameters. For example, a data storage system storing a small amount of data may set a larger number of zones ‘inactive’ than a data storage system storing a large amount of data. As the data storage system stores more and more data, it may dynamically reduce the number of ‘inactive’ zones. In other words, certain data storage systems can set the number of ‘inactive’ zones based on the amount of data stored within the data storage system.
In some embodiments, a data storage system can set the number of ‘inactive’ zones based on a measured, predicted, estimated, or determined write throughput. For example, if a large amount of data is expected to be written, the data storage system may increase the number of ‘inactive’ zones. In another example, if a small amount of data is expected to be written, the data storage system may decrease the number of inactive zones.
In some embodiments, a host device can set or influence the number of active and inactive zones.
The host device 102 can send commands 104 to the data storage system 100. The commands 104 can be any number of suitable commands including, but not necessarily limited to, write commands, erase commands, and read commands. Upon receiving a command 104, the data storage system 100 may return a response 106. For one example, if the host device 102 sends a read command 104 the data storage system 100 can send a response 106 including the requested data.
The data storage system 100 can include a storage device 108. In many examples, the storage device 108 can implement SMR within a storage location 110. For example, the storage location 110 can include one or more circular recording disks made from a magnetic material onto (and/or into) which data can be recorded as patterns of magnetic polarity.
A write head (not shown) of the storage device 108 can write data to specific regions (or zones) of the recording disk in response to a write instruction from the host device 102, and a read head (not shown) can retrieve data from the storage device 108 in response to a read instruction from the host device 102. In an SMR implementation, independent zones can be separated by guard bands of a particular size.
The storage device 108 can also include a memory for storing commands 104. For example, in certain embodiments, the storage device 108 may include a command queue 112. The command queue 112 can receive commands 104 from the host device 102 and can execute the commands in a first-in-first-out order.
The storage device 108 can also include control circuitry 114. The control circuitry 114 can be implemented as a controller, an electrical circuit, an integrated circuit, or as instructions executed by a processor associated with the storage device 108 or the data storage system 100. In many embodiments, the control circuitry 114 can perform or coordinate one or more operations of the storage device 108 and/or data storage system 100. For example, the control circuitry 114 can control the read and write head of the storage location 110, can control the command queue 112, and can send the responses 106 to the host device 102.
In some embodiments, the control circuitry 114 can perform additional or fewer functions. For example, in certain embodiments, the control circuitry 114 can control the number of zones within the storage location 110 that are active and inactive.
The SMR data storage system 200 can also include a non-volatile memory 210 that can store information related to the N zones. For example, the non-volatile memory 210 can store a write pointer for each zone. In one embodiment, a write pointer can be a physical location within a particular zone that indicates a safe write location for subsequent write commands. For example, as noted above, an SMR system may be configured to write data sequentially. In many cases, a single write command may not write enough data to fill the entire zone. For example, as illustrated, ZONE 1 can be defined by twenty-two distinct blocks of data. As shown, only two of the twenty-two available blocks contain data (illustrated as shaded regions). Accordingly, the non-volatile memory 210 can store a write pointer 202 to record that the third block of ZONE 1 is the block from which subsequent write operations should begin. Similarly, ZONE 2 is illustrated containing three blocks of written data (illustrated as shaded regions). The write pointer 204 associated with ZONE 2 references the fourth block as the block from which subsequent write operations should begin. In addition, ZONE N is illustrated containing ten blocks of written data (illustrated as shaded regions). The write pointer 206 associated with ZONE N references the eleventh block as the block from which subsequent write operations may begin.
In addition, each individual zone can be configured to receive a write pointer reset command. As may be appreciated, resetting the write pointer of a particular zone to the beginning of the zone has the effect of erasing the data contained within the zone.
In many embodiments, an SMR data storage system 200 can perform one or more conditioning operations upon receiving or issuing a write pointer reset command for a particular zone. As noted above, the SMR data storage system 200 can physically inspect the zone to determine whether the zone has a defect 208. For example, in certain embodiments and as noted above, a zone conditioning operation can include writing a particular pattern to one or more blocks within the selected zone. Thereafter, the pattern may be read back by the data storage system. The written and read patterns can be compared to determine whether the data was written correctly. In the event that the patterns do not match, the SMR data storage system 200 can store the detected defect 208 in the non-volatile memory 210, so as to avoid writing to that location during future write operations.
In many cases, the written pattern can be used to facilitate discovery of the current write pointer of the SMR data storage system 200. For example, in the case of power loss, the SMR data storage system 200 can read data from a particular zone or block and monitor for the known pattern that was previously written. Upon discovery of the location of the known pattern, the SMR data storage system 200 can update the write pointer associated with that zone to the location of the known pattern.
In other examples, other conditioning and/or maintenance operations can be performed. For example, some conditioning operations can determine whether a particular block or set of blocks or sectors within a particular block have failed. In these embodiments, the location of such failed blocks and/or sectors can be recorded such that the SMR data storage system 200 can prevent writing to the failed blocks during future write operations.
The SMR data storage system can include a mapping table 302 that stores pointers for all active zones. As illustrated, the mapping table 302 can include pointers to ZONE 1-ZONE N. Similarly, an auxiliary zone queue 304 can store pointers for all inactive zones. As illustrated, the auxiliary zone queue 304 can include pointers to ZONE_AUX 1-ZONE_AUX N. In the illustrated embodiment, the SMR data storage system includes 2N zones; one half of the zones are active and referenced within the mapping table 302 and one half of the zones are inactive and referenced within the auxiliary zone queue 304.
When the SMR data storage system receives a write instruction to one of the active zones, the SMR data storage system can substitute one of the inactive zones with the active zone to be written. Thereafter, the status of the substituted zones can be toggled; the previously-inactive zone can be set to an ‘active’ status and the previously-active zone can be set to an ‘inactive’ status.
For example, as shown in
In still further embodiments, such as the embodiment depicted in
Next, after the selected zone is conditioned within the conditioning queue, it can be passed to the auxiliary zone queue at operation 406. At a later point, the selected zone can replace a second selected zone within the mapping table at 402, by returning to active status.
Next, ZONE 1 can be set to an inactive state and can be pushed into an auxiliary zone queue at operation 502. As with some embodiments described herein, one or more conditioning and/or maintenance operations can be performed on ZONE 1, when the zone is in the auxiliary zone queue.
Next, ZONE_TOP can be popped from the auxiliary zone cue at operation 504. Once popped from the auxiliary zone queue, ZONE_TOP can be set to the active state and added to the mapping table.
Returning to the selected zone within the conditioning queue, the method may detect whether the selected zone is conditioned at 606. If the zone is not conditioned (or needs to be conditioned and has yet to be conditioned), the method can continue to operation 608 during which the zone can be conditioned. However, if the zone is already conditioned (or does not need to be conditioned), the method can continue to operation 610 during which the zone is popped from the conditioning queue onto the zone queue.
In this manner, all members of the zone queue are fully conditioned prior to being added back to the mapping table at operation 604.
In many embodiments, the method of
The foregoing description, for purposes of explanation, used specific nomenclature to provide a thorough understanding of the described embodiments. However, it will be apparent to one skilled in the art that the specific details are not required in order to practice the described embodiments. Thus, the foregoing descriptions of the specific embodiments described herein are presented for purposes of illustration and description. They are not meant to be exhaustive or to limit the embodiments to the precise forms disclosed. It will be apparent to one of ordinary skill in the art that many modifications and variations are possible in view of the above teachings. In particular, any features described with respect to one embodiment may also be used in some embodiments, where compatible. Likewise, the features of the different embodiments may be exchanged, substituted, or omitted where compatible and appropriate.
Many embodiments of the foregoing disclosure may include or may be described in relation to various methods of operation, use, manufacture, and so on. Notably, the operations of methods presented herein are meant only to be exemplary and, accordingly, are not necessarily exhaustive. For example an alternate operation order, or fewer or additional steps may be required or desired for particular embodiments.
| Number | Name | Date | Kind |
|---|---|---|---|
| 6018789 | Sokolov et al. | Jan 2000 | A |
| 6065095 | Sokolov et al. | May 2000 | A |
| 6078452 | Kittilson et al. | Jun 2000 | A |
| 6081447 | Lofgren et al. | Jun 2000 | A |
| 6092149 | Hicken et al. | Jul 2000 | A |
| 6092150 | Sokolov et al. | Jul 2000 | A |
| 6094707 | Sokolov et al. | Jul 2000 | A |
| 6105104 | Guttmann et al. | Aug 2000 | A |
| 6111717 | Cloke et al. | Aug 2000 | A |
| 6145052 | Howe et al. | Nov 2000 | A |
| 6175893 | D'Souza et al. | Jan 2001 | B1 |
| 6178056 | Cloke et al. | Jan 2001 | B1 |
| 6191909 | Cloke et al. | Feb 2001 | B1 |
| 6195218 | Guttmann et al. | Feb 2001 | B1 |
| 6205494 | Williams | Mar 2001 | B1 |
| 6208477 | Cloke et al. | Mar 2001 | B1 |
| 6223303 | Billings et al. | Apr 2001 | B1 |
| 6230233 | Lofgren et al. | May 2001 | B1 |
| 6246346 | Cloke et al. | Jun 2001 | B1 |
| 6249393 | Billings et al. | Jun 2001 | B1 |
| 6256695 | Williams | Jul 2001 | B1 |
| 6262857 | Hull et al. | Jul 2001 | B1 |
| 6263459 | Schibilla | Jul 2001 | B1 |
| 6272694 | Weaver et al. | Aug 2001 | B1 |
| 6278568 | Cloke et al. | Aug 2001 | B1 |
| 6279089 | Schibilla et al. | Aug 2001 | B1 |
| 6289484 | Rothberg et al. | Sep 2001 | B1 |
| 6292912 | Cloke et al. | Sep 2001 | B1 |
| 6310740 | Dunbar et al. | Oct 2001 | B1 |
| 6317850 | Rothberg | Nov 2001 | B1 |
| 6327106 | Rothberg | Dec 2001 | B1 |
| 6337778 | Gagne | Jan 2002 | B1 |
| 6369969 | Christiansen et al. | Apr 2002 | B1 |
| 6384999 | Schibilla | May 2002 | B1 |
| 6388833 | Golowka et al. | May 2002 | B1 |
| 6405342 | Lee | Jun 2002 | B1 |
| 6408357 | Hanmann et al. | Jun 2002 | B1 |
| 6408406 | Parris | Jun 2002 | B1 |
| 6411452 | Cloke | Jun 2002 | B1 |
| 6411458 | Billings et al. | Jun 2002 | B1 |
| 6412083 | Rothberg et al. | Jun 2002 | B1 |
| 6415349 | Hull et al. | Jul 2002 | B1 |
| 6425128 | Krapf et al. | Jul 2002 | B1 |
| 6441981 | Cloke et al. | Aug 2002 | B1 |
| 6442328 | Elliott et al. | Aug 2002 | B1 |
| 6445524 | Nazarian et al. | Sep 2002 | B1 |
| 6449767 | Krapf et al. | Sep 2002 | B1 |
| 6453115 | Boyle | Sep 2002 | B1 |
| 6470420 | Hospodor | Oct 2002 | B1 |
| 6480020 | Jung et al. | Nov 2002 | B1 |
| 6480349 | Kim et al. | Nov 2002 | B1 |
| 6480932 | Vallis et al. | Nov 2002 | B1 |
| 6483986 | Krapf | Nov 2002 | B1 |
| 6487032 | Cloke et al. | Nov 2002 | B1 |
| 6490635 | Holmes | Dec 2002 | B1 |
| 6493173 | Kim et al. | Dec 2002 | B1 |
| 6499083 | Hamlin | Dec 2002 | B1 |
| 6519104 | Cloke et al. | Feb 2003 | B1 |
| 6525892 | Dunbar et al. | Feb 2003 | B1 |
| 6545830 | Briggs et al. | Apr 2003 | B1 |
| 6546489 | Frank, Jr. et al. | Apr 2003 | B1 |
| 6550021 | Dalphy et al. | Apr 2003 | B1 |
| 6552880 | Dunbar et al. | Apr 2003 | B1 |
| 6553457 | Wilkins et al. | Apr 2003 | B1 |
| 6578106 | Price | Jun 2003 | B1 |
| 6580573 | Hull et al. | Jun 2003 | B1 |
| 6594183 | Lofgren et al. | Jul 2003 | B1 |
| 6600620 | Krounbi et al. | Jul 2003 | B1 |
| 6601137 | Castro et al. | Jul 2003 | B1 |
| 6603622 | Christiansen et al. | Aug 2003 | B1 |
| 6603625 | Hospodor et al. | Aug 2003 | B1 |
| 6604220 | Lee | Aug 2003 | B1 |
| 6606682 | Dang et al. | Aug 2003 | B1 |
| 6606714 | Thelin | Aug 2003 | B1 |
| 6606717 | Yu et al. | Aug 2003 | B1 |
| 6611393 | Nguyen et al. | Aug 2003 | B1 |
| 6615312 | Hamlin et al. | Sep 2003 | B1 |
| 6639748 | Christiansen et al. | Oct 2003 | B1 |
| 6647481 | Luu et al. | Nov 2003 | B1 |
| 6654193 | Thelin | Nov 2003 | B1 |
| 6657810 | Kupferman | Dec 2003 | B1 |
| 6661591 | Rothberg | Dec 2003 | B1 |
| 6665772 | Hamlin | Dec 2003 | B1 |
| 6687073 | Kupferman | Feb 2004 | B1 |
| 6687078 | Kim | Feb 2004 | B1 |
| 6687850 | Rothberg | Feb 2004 | B1 |
| 6690523 | Nguyen et al. | Feb 2004 | B1 |
| 6690882 | Hanmann et al. | Feb 2004 | B1 |
| 6691198 | Hamlin | Feb 2004 | B1 |
| 6691213 | Luu et al. | Feb 2004 | B1 |
| 6691255 | Rothberg et al. | Feb 2004 | B1 |
| 6693760 | Krounbi et al. | Feb 2004 | B1 |
| 6694477 | Lee | Feb 2004 | B1 |
| 6697914 | Hospodor et al. | Feb 2004 | B1 |
| 6704153 | Rothberg et al. | Mar 2004 | B1 |
| 6708251 | Boyle et al. | Mar 2004 | B1 |
| 6710951 | Cloke | Mar 2004 | B1 |
| 6711628 | Thelin | Mar 2004 | B1 |
| 6711635 | Wang | Mar 2004 | B1 |
| 6711660 | Milne et al. | Mar 2004 | B1 |
| 6715044 | Lofgren et al. | Mar 2004 | B2 |
| 6724982 | Hamlin | Apr 2004 | B1 |
| 6725329 | Ng et al. | Apr 2004 | B1 |
| 6735650 | Rothberg | May 2004 | B1 |
| 6735693 | Hamlin | May 2004 | B1 |
| 6744772 | Eneboe et al. | Jun 2004 | B1 |
| 6745283 | Dang | Jun 2004 | B1 |
| 6751402 | Elliott et al. | Jun 2004 | B1 |
| 6757481 | Nazarian et al. | Jun 2004 | B1 |
| 6772281 | Hamlin | Aug 2004 | B2 |
| 6781826 | Goldstone et al. | Aug 2004 | B1 |
| 6782449 | Codilian et al. | Aug 2004 | B1 |
| 6791779 | Singh et al. | Sep 2004 | B1 |
| 6792486 | Hanan et al. | Sep 2004 | B1 |
| 6799274 | Hamlin | Sep 2004 | B1 |
| 6811427 | Garrett et al. | Nov 2004 | B2 |
| 6826003 | Subrahmanyam | Nov 2004 | B1 |
| 6826614 | Hanmann et al. | Nov 2004 | B1 |
| 6832041 | Boyle | Dec 2004 | B1 |
| 6832929 | Garrett et al. | Dec 2004 | B2 |
| 6845405 | Thelin | Jan 2005 | B1 |
| 6845427 | Atai-Azimi | Jan 2005 | B1 |
| 6850443 | Lofgren et al. | Feb 2005 | B2 |
| 6851055 | Boyle et al. | Feb 2005 | B1 |
| 6851063 | Boyle et al. | Feb 2005 | B1 |
| 6853731 | Boyle et al. | Feb 2005 | B1 |
| 6854022 | Thelin | Feb 2005 | B1 |
| 6862660 | Wilkins et al. | Mar 2005 | B1 |
| 6880043 | Castro et al. | Apr 2005 | B1 |
| 6882486 | Kupferman | Apr 2005 | B1 |
| 6884085 | Goldstone | Apr 2005 | B1 |
| 6888831 | Hospodor et al. | May 2005 | B1 |
| 6892217 | Hanmann et al. | May 2005 | B1 |
| 6892249 | Codilian et al. | May 2005 | B1 |
| 6892313 | Codilian et al. | May 2005 | B1 |
| 6895455 | Rothberg | May 2005 | B1 |
| 6895500 | Rothberg | May 2005 | B1 |
| 6898730 | Hanan | May 2005 | B1 |
| 6910099 | Wang et al. | Jun 2005 | B1 |
| 6928470 | Hamlin | Aug 2005 | B1 |
| 6931439 | Hanmann et al. | Aug 2005 | B1 |
| 6934104 | Kupferman | Aug 2005 | B1 |
| 6934713 | Schwartz et al. | Aug 2005 | B2 |
| 6940873 | Boyle et al. | Sep 2005 | B2 |
| 6943978 | Lee | Sep 2005 | B1 |
| 6948165 | Luu et al. | Sep 2005 | B1 |
| 6950267 | Liu et al. | Sep 2005 | B1 |
| 6954733 | Ellis et al. | Oct 2005 | B1 |
| 6961814 | Thelin et al. | Nov 2005 | B1 |
| 6965489 | Lee et al. | Nov 2005 | B1 |
| 6965563 | Hospodor et al. | Nov 2005 | B1 |
| 6965966 | Rothberg et al. | Nov 2005 | B1 |
| 6967799 | Lee | Nov 2005 | B1 |
| 6968422 | Codilian et al. | Nov 2005 | B1 |
| 6968450 | Rothberg et al. | Nov 2005 | B1 |
| 6973495 | Milne et al. | Dec 2005 | B1 |
| 6973570 | Hamlin | Dec 2005 | B1 |
| 6976190 | Goldstone | Dec 2005 | B1 |
| 6983316 | Milne et al. | Jan 2006 | B1 |
| 6986007 | Procyk et al. | Jan 2006 | B1 |
| 6986154 | Price et al. | Jan 2006 | B1 |
| 6995933 | Codilian et al. | Feb 2006 | B1 |
| 6996501 | Rothberg | Feb 2006 | B1 |
| 6996669 | Dang et al. | Feb 2006 | B1 |
| 7002926 | Eneboe et al. | Feb 2006 | B1 |
| 7003674 | Hamlin | Feb 2006 | B1 |
| 7006316 | Sargenti, Jr. et al. | Feb 2006 | B1 |
| 7009820 | Hogg | Mar 2006 | B1 |
| 7023639 | Kupferman | Apr 2006 | B1 |
| 7024491 | Hanmann et al. | Apr 2006 | B1 |
| 7024549 | Luu et al. | Apr 2006 | B1 |
| 7024614 | Thelin et al. | Apr 2006 | B1 |
| 7027716 | Boyle et al. | Apr 2006 | B1 |
| 7028174 | Atai-Azimi et al. | Apr 2006 | B1 |
| 7031902 | Catiller | Apr 2006 | B1 |
| 7046465 | Kupferman | May 2006 | B1 |
| 7046488 | Hogg | May 2006 | B1 |
| 7050252 | Vallis | May 2006 | B1 |
| 7054937 | Milne et al. | May 2006 | B1 |
| 7055000 | Severtson | May 2006 | B1 |
| 7055167 | Masters | May 2006 | B1 |
| 7057836 | Kupferman | Jun 2006 | B1 |
| 7062398 | Rothberg | Jun 2006 | B1 |
| 7075746 | Kupferman | Jul 2006 | B1 |
| 7076604 | Thelin | Jul 2006 | B1 |
| 7082007 | Liu et al. | Jul 2006 | B2 |
| 7082494 | Thelin et al. | Jul 2006 | B1 |
| 7088538 | Codilian et al. | Aug 2006 | B1 |
| 7088545 | Singh et al. | Aug 2006 | B1 |
| 7092186 | Hogg | Aug 2006 | B1 |
| 7095577 | Codilian et al. | Aug 2006 | B1 |
| 7099095 | Subrahmanyam et al. | Aug 2006 | B1 |
| 7106537 | Bennett | Sep 2006 | B1 |
| 7106947 | Boyle et al. | Sep 2006 | B2 |
| 7110202 | Vasquez | Sep 2006 | B1 |
| 7111116 | Boyle et al. | Sep 2006 | B1 |
| 7114029 | Thelin | Sep 2006 | B1 |
| 7120737 | Thelin | Oct 2006 | B1 |
| 7120806 | Codilian et al. | Oct 2006 | B1 |
| 7126776 | Warren, Jr. et al. | Oct 2006 | B1 |
| 7129763 | Bennett et al. | Oct 2006 | B1 |
| 7133600 | Boyle | Nov 2006 | B1 |
| 7136244 | Rothberg | Nov 2006 | B1 |
| 7146094 | Boyle | Dec 2006 | B1 |
| 7149046 | Coker et al. | Dec 2006 | B1 |
| 7150036 | Milne et al. | Dec 2006 | B1 |
| 7155616 | Hamlin | Dec 2006 | B1 |
| 7171108 | Masters et al. | Jan 2007 | B1 |
| 7171110 | Wilshire | Jan 2007 | B1 |
| 7194576 | Boyle | Mar 2007 | B1 |
| 7200698 | Rothberg | Apr 2007 | B1 |
| 7205805 | Bennett | Apr 2007 | B1 |
| 7206497 | Boyle et al. | Apr 2007 | B1 |
| 7215496 | Kupferman et al. | May 2007 | B1 |
| 7215771 | Hamlin | May 2007 | B1 |
| 7237054 | Cain et al. | Jun 2007 | B1 |
| 7240161 | Boyle | Jul 2007 | B1 |
| 7249365 | Price et al. | Jul 2007 | B1 |
| 7263709 | Krapf | Aug 2007 | B1 |
| 7274639 | Codilian et al. | Sep 2007 | B1 |
| 7274659 | Hospodor | Sep 2007 | B2 |
| 7275116 | Hanmann et al. | Sep 2007 | B1 |
| 7280302 | Masiewicz | Oct 2007 | B1 |
| 7292774 | Masters et al. | Nov 2007 | B1 |
| 7292775 | Boyle et al. | Nov 2007 | B1 |
| 7296284 | Price et al. | Nov 2007 | B1 |
| 7302501 | Cain et al. | Nov 2007 | B1 |
| 7302579 | Cain et al. | Nov 2007 | B1 |
| 7318088 | Mann | Jan 2008 | B1 |
| 7319806 | Willner et al. | Jan 2008 | B1 |
| 7325244 | Boyle et al. | Jan 2008 | B2 |
| 7330323 | Singh et al. | Feb 2008 | B1 |
| 7346790 | Klein | Mar 2008 | B1 |
| 7366641 | Masiewicz et al. | Apr 2008 | B1 |
| 7369340 | Dang et al. | May 2008 | B1 |
| 7369343 | Yeo et al. | May 2008 | B1 |
| 7372650 | Kupferman | May 2008 | B1 |
| 7380147 | Sun | May 2008 | B1 |
| 7392340 | Dang et al. | Jun 2008 | B1 |
| 7404013 | Masiewicz | Jul 2008 | B1 |
| 7406545 | Rothberg et al. | Jul 2008 | B1 |
| 7415571 | Hanan | Aug 2008 | B1 |
| 7436610 | Thelin | Oct 2008 | B1 |
| 7437502 | Coker | Oct 2008 | B1 |
| 7440214 | Ell et al. | Oct 2008 | B1 |
| 7451344 | Rothberg | Nov 2008 | B1 |
| 7471483 | Ferris et al. | Dec 2008 | B1 |
| 7471486 | Coker et al. | Dec 2008 | B1 |
| 7486060 | Bennett | Feb 2009 | B1 |
| 7496493 | Stevens | Feb 2009 | B1 |
| 7518819 | Yu et al. | Apr 2009 | B1 |
| 7526184 | Parkinen et al. | Apr 2009 | B1 |
| 7539924 | Vasquez et al. | May 2009 | B1 |
| 7543117 | Hanan | Jun 2009 | B1 |
| 7551383 | Kupferman | Jun 2009 | B1 |
| 7562282 | Rothberg | Jul 2009 | B1 |
| 7577973 | Kapner, III et al. | Aug 2009 | B1 |
| 7596797 | Kapner, III et al. | Sep 2009 | B1 |
| 7599139 | Bombet et al. | Oct 2009 | B1 |
| 7619841 | Kupferman | Nov 2009 | B1 |
| 7647544 | Masiewicz | Jan 2010 | B1 |
| 7649704 | Bombet et al. | Jan 2010 | B1 |
| 7653927 | Kapner, III et al. | Jan 2010 | B1 |
| 7656603 | Feb 2010 | B1 | |
| 7656763 | Jin et al. | Feb 2010 | B1 |
| 7657149 | Boyle | Feb 2010 | B2 |
| 7672072 | Boyle et al. | Mar 2010 | B1 |
| 7673075 | Masiewicz | Mar 2010 | B1 |
| 7688540 | Mei et al. | Mar 2010 | B1 |
| 7724461 | McFadyen et al. | May 2010 | B1 |
| 7725584 | Hanmann et al. | May 2010 | B1 |
| 7730295 | Lee | Jun 2010 | B1 |
| 7760458 | Trinh | Jul 2010 | B1 |
| 7768776 | Szeremeta et al. | Aug 2010 | B1 |
| 7804657 | Hogg et al. | Sep 2010 | B1 |
| 7813954 | Price et al. | Oct 2010 | B1 |
| 7827320 | Stevens | Nov 2010 | B1 |
| 7839588 | Dang et al. | Nov 2010 | B1 |
| 7843660 | Yeo | Nov 2010 | B1 |
| 7852596 | Boyle et al. | Dec 2010 | B2 |
| 7859782 | Lee | Dec 2010 | B1 |
| 7872822 | Rothberg | Jan 2011 | B1 |
| 7898756 | Wang | Mar 2011 | B1 |
| 7898762 | Guo et al. | Mar 2011 | B1 |
| 7900037 | Fallone et al. | Mar 2011 | B1 |
| 7907364 | Boyle et al. | Mar 2011 | B2 |
| 7929234 | Boyle et al. | Apr 2011 | B1 |
| 7933087 | Tsai et al. | Apr 2011 | B1 |
| 7933090 | Jung et al. | Apr 2011 | B1 |
| 7934030 | Sargenti, Jr. et al. | Apr 2011 | B1 |
| 7940491 | Szeremeta et al. | May 2011 | B2 |
| 7944639 | Wang | May 2011 | B1 |
| 7945727 | Rothberg et al. | May 2011 | B2 |
| 7949564 | Hughes et al. | May 2011 | B1 |
| 7974029 | Tsai et al. | Jul 2011 | B2 |
| 7974039 | Xu et al. | Jul 2011 | B1 |
| 7982993 | Tsai et al. | Jul 2011 | B1 |
| 7984200 | Bombet et al. | Jul 2011 | B1 |
| 7990648 | Wang | Aug 2011 | B1 |
| 7992179 | Kapner, III et al. | Aug 2011 | B1 |
| 8004785 | Tsai et al. | Aug 2011 | B1 |
| 8006027 | Stevens et al. | Aug 2011 | B1 |
| 8014094 | Jin | Sep 2011 | B1 |
| 8014977 | Masiewicz et al. | Sep 2011 | B1 |
| 8019914 | Vasquez et al. | Sep 2011 | B1 |
| 8040625 | Boyle et al. | Oct 2011 | B1 |
| 8078943 | Lee | Dec 2011 | B1 |
| 8079045 | Krapf et al. | Dec 2011 | B2 |
| 8082433 | Fallone et al. | Dec 2011 | B1 |
| 8085487 | Jung et al. | Dec 2011 | B1 |
| 8089719 | Dakroub | Jan 2012 | B1 |
| 8090902 | Bennett et al. | Jan 2012 | B1 |
| 8090906 | Blaha et al. | Jan 2012 | B1 |
| 8091112 | Elliott et al. | Jan 2012 | B1 |
| 8094396 | Zhang et al. | Jan 2012 | B1 |
| 8094401 | Peng et al. | Jan 2012 | B1 |
| 8116020 | Lee | Feb 2012 | B1 |
| 8116025 | Chan et al. | Feb 2012 | B1 |
| 8134793 | Vasquez et al. | Mar 2012 | B1 |
| 8134798 | Thelin et al. | Mar 2012 | B1 |
| 8139301 | Li et al. | Mar 2012 | B1 |
| 8139310 | Hogg | Mar 2012 | B1 |
| 8144419 | Liu | Mar 2012 | B1 |
| 8145452 | Masiewicz et al. | Mar 2012 | B1 |
| 8149528 | Suratman et al. | Apr 2012 | B1 |
| 8154812 | Boyle et al. | Apr 2012 | B1 |
| 8159768 | Miyamura | Apr 2012 | B1 |
| 8161328 | Wilshire | Apr 2012 | B1 |
| 8164849 | Szeremeta et al. | Apr 2012 | B1 |
| 8174780 | Tsai et al. | May 2012 | B1 |
| 8190575 | Ong et al. | May 2012 | B1 |
| 8194338 | Zhang | Jun 2012 | B1 |
| 8194340 | Boyle et al. | Jun 2012 | B1 |
| 8194341 | Boyle | Jun 2012 | B1 |
| 8201066 | Wang | Jun 2012 | B1 |
| 8271692 | Dinh et al. | Sep 2012 | B1 |
| 8279550 | Hogg | Oct 2012 | B1 |
| 8281218 | Ybarra et al. | Oct 2012 | B1 |
| 8285923 | Stevens | Oct 2012 | B2 |
| 8289656 | Huber | Oct 2012 | B1 |
| 8305705 | Roohr | Nov 2012 | B1 |
| 8307156 | Codilian et al. | Nov 2012 | B1 |
| 8310775 | Boguslawski et al. | Nov 2012 | B1 |
| 8315006 | Chahwan et al. | Nov 2012 | B1 |
| 8316263 | Gough et al. | Nov 2012 | B1 |
| 8320067 | Tsai et al. | Nov 2012 | B1 |
| 8324974 | Bennett | Dec 2012 | B1 |
| 8332695 | Dalphy et al. | Dec 2012 | B2 |
| 8341337 | Ong et al. | Dec 2012 | B1 |
| 8350628 | Bennett | Jan 2013 | B1 |
| 8356184 | Meyer et al. | Jan 2013 | B1 |
| 8370683 | Ryan et al. | Feb 2013 | B1 |
| 8375225 | Ybarra | Feb 2013 | B1 |
| 8375274 | Bonke | Feb 2013 | B1 |
| 8380922 | DeForest et al. | Feb 2013 | B1 |
| 8390948 | Hogg | Mar 2013 | B2 |
| 8390952 | Szeremeta | Mar 2013 | B1 |
| 8392689 | Lott | Mar 2013 | B1 |
| 8407393 | Yolar et al. | Mar 2013 | B1 |
| 8413010 | Vasquez et al. | Apr 2013 | B1 |
| 8417566 | Price et al. | Apr 2013 | B2 |
| 8421663 | Bennett | Apr 2013 | B1 |
| 8422172 | Dakroub et al. | Apr 2013 | B1 |
| 8427771 | Tsai | Apr 2013 | B1 |
| 8429343 | Tsai | Apr 2013 | B1 |
| 8433937 | Wheelock et al. | Apr 2013 | B1 |
| 8433977 | Vasquez et al. | Apr 2013 | B1 |
| 8458526 | Dalphy et al. | Jun 2013 | B2 |
| 8462466 | Huber | Jun 2013 | B2 |
| 8467151 | Huber | Jun 2013 | B1 |
| 8489841 | Strecke et al. | Jul 2013 | B1 |
| 8493679 | Boguslawski et al. | Jul 2013 | B1 |
| 8498074 | Mobley et al. | Jul 2013 | B1 |
| 8499198 | Messenger et al. | Jul 2013 | B1 |
| 8512049 | Huber et al. | Aug 2013 | B1 |
| 8514506 | Li et al. | Aug 2013 | B1 |
| 8531791 | Reid et al. | Sep 2013 | B1 |
| 8554741 | Malina | Oct 2013 | B1 |
| 8560759 | Boyle et al. | Oct 2013 | B1 |
| 8565053 | Chung | Oct 2013 | B1 |
| 8576511 | Coker et al. | Nov 2013 | B1 |
| 8578100 | Huynh et al. | Nov 2013 | B1 |
| 8578242 | Burton et al. | Nov 2013 | B1 |
| 8589773 | Wang et al. | Nov 2013 | B1 |
| 8593753 | Anderson | Nov 2013 | B1 |
| 8595432 | Vinson et al. | Nov 2013 | B1 |
| 8599510 | Fallone | Dec 2013 | B1 |
| 8601248 | Thorsted | Dec 2013 | B2 |
| 8611032 | Champion et al. | Dec 2013 | B2 |
| 8612650 | Carrie et al. | Dec 2013 | B1 |
| 8612706 | Madril et al. | Dec 2013 | B1 |
| 8612798 | Tsai | Dec 2013 | B1 |
| 8619383 | Jung et al. | Dec 2013 | B1 |
| 8621115 | Bombet et al. | Dec 2013 | B1 |
| 8621133 | Boyle | Dec 2013 | B1 |
| 8626463 | Stevens et al. | Jan 2014 | B2 |
| 8630052 | Jung et al. | Jan 2014 | B1 |
| 8630056 | Ong | Jan 2014 | B1 |
| 8631188 | Heath et al. | Jan 2014 | B1 |
| 8634158 | Chahwan et al. | Jan 2014 | B1 |
| 8635412 | Wilshire | Jan 2014 | B1 |
| 8640007 | Schulze | Jan 2014 | B1 |
| 8654619 | Cheng | Feb 2014 | B1 |
| 8661193 | Cobos et al. | Feb 2014 | B1 |
| 8667248 | Neppalli | Mar 2014 | B1 |
| 8670205 | Malina et al. | Mar 2014 | B1 |
| 8683295 | Syu et al. | Mar 2014 | B1 |
| 8683457 | Hughes et al. | Mar 2014 | B1 |
| 8687306 | Coker et al. | Apr 2014 | B1 |
| 8693133 | Lee et al. | Apr 2014 | B1 |
| 8694841 | Chung et al. | Apr 2014 | B1 |
| 8699159 | Malina | Apr 2014 | B1 |
| 8699171 | Boyle | Apr 2014 | B1 |
| 8699172 | Gunderson et al. | Apr 2014 | B1 |
| 8699175 | Olds et al. | Apr 2014 | B1 |
| 8699185 | Teh et al. | Apr 2014 | B1 |
| 8700850 | Lalouette | Apr 2014 | B1 |
| 8743502 | Bonke et al. | Jun 2014 | B1 |
| 8749910 | Dang et al. | Jun 2014 | B1 |
| 8751699 | Tsai et al. | Jun 2014 | B1 |
| 8755141 | Dang | Jun 2014 | B1 |
| 8755143 | Wilson et al. | Jun 2014 | B2 |
| 8756361 | Carlson et al. | Jun 2014 | B1 |
| 8756382 | Carlson et al. | Jun 2014 | B1 |
| 8769593 | Schwartz et al. | Jul 2014 | B1 |
| 8773802 | Anderson et al. | Jul 2014 | B1 |
| 8780478 | Huynh et al. | Jul 2014 | B1 |
| 8782334 | Boyle et al. | Jul 2014 | B1 |
| 8793532 | Tsai et al. | Jul 2014 | B1 |
| 8797669 | Burton | Aug 2014 | B1 |
| 8799977 | Kapner, III et al. | Aug 2014 | B1 |
| 8819375 | Pruett et al. | Aug 2014 | B1 |
| 8825976 | Jones | Sep 2014 | B1 |
| 8825977 | Syu et al. | Sep 2014 | B1 |
| 20070174582 | Feldman | Jul 2007 | A1 |
| 20090113702 | Hogg | May 2009 | A1 |
| 20100205623 | Molaro et al. | Aug 2010 | A1 |
| 20100306551 | Meyer et al. | Dec 2010 | A1 |
| 20110197035 | Na et al. | Aug 2011 | A1 |
| 20110226729 | Hogg | Sep 2011 | A1 |
| 20120159042 | Lott et al. | Jun 2012 | A1 |
| 20120275050 | Wilson et al. | Nov 2012 | A1 |
| 20120281963 | Krapf et al. | Nov 2012 | A1 |
| 20120324980 | Nguyen et al. | Dec 2012 | A1 |
| 20130242425 | Zayas et al. | Sep 2013 | A1 |
| 20140201424 | Chen et al. | Jul 2014 | A1 |
| Entry |
|---|
| James N. Malina, et al., U.S. Appl. No. 13/662,353, filed Oct. 26, 2012, 42 pages. |