An embodiment relates generally to an electronic system, and more particularly to a system for data refresh in data storage systems.
Modern consumer and industrial electronic devices require storage of information, such as digital photographs, electronic mail, calendar, or contacts. These devices can be electronic systems, such as notebook computers, desktop computers, servers, televisions, and projectors, and are providing increasing levels of functionality to support modern life. Preserving the user data stored in the storage devices is of the utmost importance.
Different approaches have been used to monitor the general condition of the stored data. With increasing areal density trade-offs are increasingly difficult and challenging to make. The primary purpose, of course, is to maintain high level of signal to noise ratio (SNR) for a given design with ever shrinking track pitch and the ability to stay on-track without increasing servo wedge overhead. In principle, the higher the track per inch (TPI) density, the harder it is to stay on-track without increasing the number of servo wedges, which increases the incidence of servo positional error signal (PES) related write aborts and potential adjacent track writes/corruptions.
A conventional defense to combat this type of data loss is to make the write unsafe (WUS) limit, which is used to abort a write, as small as possible without severely degrading write performance. With ever increasing TPI this capability can only shrink. Furthermore, similar condition can be created even without write abort. As long as there are small off-track writes (still within WUS limit), the adjacent track will likely be compromised.
Storage systems can include storage devices, such as hard disk drives (HDD), solid state drives (SSD), hybrid drives, and optical storage devices. In order to maintain data integrity many of the storage devices perform off-line or background data verification and maintenance processes. These processes are typically interleaved with interface operations in order to minimize the latency seen by the storage system host.
While the background data verification and maintenance activity (collectively, “background scan activity”) is extremely beneficial, it nevertheless contributes to head wear and increased power consumption. Contemporary HDDs have shown over 60% of failed drives are due to head wear, as a result of excessive usage. As a result, a trade-off can be made in order to strike a balance between maintaining data integrity and over usage.
Some embodiments solve at least this problem by using the actual user reads in place of the background scan, thereby minimizing the needs to actually doing background scan. This mechanism can reduce the need to excessively scan the disk while in idle, thus extending the longevity of the data storage device by minimizing head wear/damage caused by the background scan. Further embodiments can also utilize media area reserved for system access, such as reserved space or boot sectors, without the need for background scan in the system spaces.
A need still remains for an electronic system as various embodiments with data management mechanisms for providing reliable data storage while not prematurely wearing out the head. In view of the ever-increasing commercial competitive pressures, along with growing consumer expectations and the diminishing opportunities for meaningful product differentiation in the marketplace, it is increasingly critical that answers be found to these problems. Additionally, the need to reduce costs, improve efficiencies and performance, and meet competitive pressures adds an even greater urgency to the critical necessity for finding answers to these problems.
Solutions to these problems have been long sought but prior developments have not taught or suggested any solutions and, thus, solutions to these problems have long eluded those skilled in the art.
Certain embodiments have other steps or elements in addition to or in place of those mentioned above. The steps or elements will become apparent to those skilled in the art from a reading of the following detailed description when taken with reference to the accompanying drawings.
The following embodiments are described in sufficient detail to enable those skilled in the art to make and use the various embodiments. It is to be understood that other embodiments would be evident based on the present disclosure, and that system, process, or mechanical changes can be made without departing from the scope of an embodiment.
In the following description, numerous specific details are given to provide a thorough understanding of the various embodiments. However, it will be apparent that the various embodiments can be practiced without these specific details. In order to avoid obscuring an embodiment, some well-known circuits, system configurations, and process steps are not disclosed in detail.
The drawings showing embodiments of the system are semi-diagrammatic, and not to scale and, particularly, some of the dimensions are for the clarity of presentation and are shown exaggerated in the drawing figures. Similarly, although the views in the drawings for ease of description generally show similar orientations, this depiction in the figures is arbitrary for the most part. Generally, the various embodiments can be operated in any orientation.
Referring now to
In an embodiment the electronic system 100 includes a head 102 flying over a media 104. The head 102 can be mounted to a flex arm 118 attached to an actuator arm 122. The head 102 (
The media 104 is a structure for storing information. For example, the media 104 can be made of an aluminum alloy, ceramic/glass, or a similar non-magnetic material. The top and bottom surfaces of the media 104 can be covered with magnetic material deposited on one or both sides of the media 104 to form a coating layer capable of magnetization. As an example, the media 104 can be a disk platter for one embodiment of the electronic system 100 as a rotating storage system, such as a hard disk drive (HDD). As a further example, the media 104 can be a linear magnetic strip for one embodiment of the electronic system 100 as a linear storage system, such as a tape drive.
The laser 106, as an example, can be a laser diode or other solid-state based lasers. In addition, embodiments can employ any suitable techniques for focusing the laser 106 on the media 104, such as a suitable waveguide, magnifying lens, or other suitable optics. The laser 106 is increased to a write power in order to heat the disk, thereby decreasing the coercivity of the media 104 so that the data is written more reliably.
The spindle motor 114 can rotate the media 104, about a center of the media 104, at constant or varying speed 107. For illustrative purposes, the spindle motor 114 is described as a motor for a rotation, although it is understood that the spindle motor 114 can be other actuating motors for a tape drive, as an example.
As examples, a head actuation motor 130 can be a voice coil motor assembly, a stepper motor assembly, or a combination thereof. The head actuation motor 130 can generate a torque or force for positioning the head 102.
A tapered end of the flex arm 118 can include the head 102. The flex arm 118 can be mounted to the actuator arm 122, which is pivoted around a bearing assembly 126 by the torque generated by the head actuation motor 130. The head 102 can include a single instance of the write element 110 and a single instance of the read element 112 that is narrower than the write element 110. The head 102 can fly over the media 104 at a dynamically adjustable span of the flying height 108, which represents a vertical displacement between the head 102 and the media 104. The head 102 can be positioned by the flex arm 118 and the actuator arm 122 and can have the flying height 108 adjusted by control circuitry 138.
The head 102 can be positioned over the media 104 along an arc shaped path between an inner diameter of the media 104 and outer diameter of the media 104. For illustrative purposes, the actuator arm 122 and the head actuation motor 130 are configured for rotary movement of the head 102. The actuator arm 122 and the head actuation motor 130 can be configured to have a different movement. For example, the actuator arm 122 and the head actuation motor 130 could be configured to have a linear movement resulting in the head 102 traveling along a radius of the media 104.
The head 102 can be positioned over the media 104 to create magnetic transitions or detect magnetic transitions from the coating layer that can be used to representing written data or read data, respectively. The position of the head 102 and the speed 107 of the media 104 can be controlled by the control circuitry 138. Examples of the control circuitry 138 can include a processor, an application specific integrated circuit (ASIC) an embedded processor, a microprocessor, a hardware control logic, a hardware finite state machine (FSM), a digital signal processor (DSP), digital circuitry, analog circuitry, optical circuitry, or a combination thereof. The control circuitry 138 can also include memory devices, such as a volatile memory, a nonvolatile memory, or a combination thereof. For example, the nonvolatile storage can be non-volatile random access memory (NVRAM) or Flash memory and a volatile storage can be static random access memory (SRAM) or dynamic random access memory (DRAM).
A system interface 140 can couple the control circuitry 138 to a host electronics (not shown). The system interface 140 can transfer user data 142 between the host electronics and the control circuitry 138. The user data 142 can be encoded or decoded by the control circuitry 138 in preparation for transfer to or from the media 104.
The control circuitry 138 can be configured to control the spindle motor 114 for adjusting the speed 107 of the media 104. The control circuitry 138 can be configured to cause the head 102 to move relative to the media 104, or vice versa. The media 104 can include a plurality of servo wedges 113 that allow the control circuitry 138 to position the head 102 relative to data tracks 116. The control circuitry 138 can also be configured to control the flow of information to the head 102 for writing to the data tracks 116 of the media 104. The information sent to the head 102 can include the preconditioning pattern, direct current erase signals, user data, or a combination thereof.
In one embodiment, the electronic system 100 further comprises control circuitry 138 configured to execute the flow diagrams of
Block 144 shows generating a position error signal (PES), associated with a write operation of an aggressor track, from the servo data. It is understood that the servo data is located in the servo wedges 113 and identifies the intended location of the data tracks 116. For the purpose of this disclosure, an aggressor track is a data track being written to in a write operation, during which encroachment to one or more tracks adjacent to the aggressor tracks may result. Those track(s) encroached upon are termed victim track(s).
Block 146 shows comparing a first threshold to the PES for detecting a write unsafe condition. In one embodiment, the detection of a write unsafe condition means that the data being written on a selected track has encroached on the track boundary and could be writing on an adjacent track by mistake.
Block 148 shows comparing a second threshold, within the first threshold, to the PES for detecting a write squeeze condition. The detection of a write squeeze condition means the writing of the selected track has approached the track boundary and the adjacent track might be impacted or corrupted. In one embodiment, the first threshold is greater in magnitude than the second threshold and thus the second threshold is said to be within a range of value covered by the first threshold, hence “within” the first threshold. In other embodiments, the relationship of the thresholds may be different (e.g., reversed), based on design and how PES is measured.
Block 150 shows controlling a refresh operation, of a victim track, based on at least one of the comparisons. A refresh operation of a victim track may require retrieving or reconstructing the data that was corrupted by the detection of the write squeeze or the write unsafe. The refresh of the data can allow the victim track to be rewritten in its original location, or moved to a different storage location.
It has been discovered that an embodiment of the electronic system 100 can provide a data refresh process in order to maintain the robustness of the data written to the data tracks 116 of the media 104. In one embodiment, any data that shows data errors or requires bit corrections can be isolated as a victim of adjacent track writes. The management of the refresh process for data that has been impacted by the adjacent track writes can be selectively triggered by the use of one or more PES thresholds by the control circuitry 138.
Referring now to
In one embodiment, the media 104 can be partitioned into a plurality of groups 201, each one of the plurality of groups 201 can include the data tracks 116 or portions of the data tracks 116, which can also be referred to as wedges, sectors, zones, zip codes, data pages, super blocks, or bulk pages. By way of an example, five of the data tracks 116 are shown although it is understood that the entire capacity of the media 104 can be divided into the data tracks 116.
In an example embodiment, five of the data tracks 116 can be shown to demonstrate the type of adjacent track write errors that are possible within the electronic system 100 of
An example of an adjacent track write error 202A can be caused by lack of control of the head actuation motor 130, which can be due to residual inertia from a reposition of the head 102 of
In another example of the adjacent track write error 202B, a write operation to the second data track 206 can encroach a third data track 208. In the write operation of the second data track 206, a minor mis-position of the head 102 can go undetected by the control circuitry 138 but can alter the previously written data on the third data track 208 positioned adjacent to the second data track 206. With a minor encroachment of the previously written data of the third data track 208, caused by the write of the second data track 206, a data error might not be detected and the third data track 208 can be read normally. In a subsequent write operation of a fourth data track 210, a second minor encroachment 202C of the previously written data of the third data track 208 can create a write squeeze condition 212. The write squeeze condition 212 can sufficiently corrupt the previously written data of the third data track 208 to make it unreadable. In both instances the control circuitry 138 must provide a method to refresh the data that was corrupted by the encroachments. The write squeeze 212 can be difficult to detect because a position error signal (PES) in each encroachment 202B and 202C might be minor enough as to not activate a write unsafe condition. However, the combined effect may cause loss of data in the write squeeze condition 212 on the third data track 208.
In recovering from the write squeeze condition 212, the control circuitry 138 can perform a background task for refreshing the previously written data of the victim track, such as the third data track 208. The background task can reread the data at the site of the write squeeze condition 212 in order to correct the data, or the control circuitry can obtain the data already resident in a cache memory. The corrected data can be written in the original track location in the victim track or it can be relocated to a reserved space data track 214.
The reserved space data track 214 can be a fifth data track for moving any of the data that can be corrupted by any of the adjacent track write error 202. The reserved space data track 214 can be excess space beyond the user identified capacity of the media 104. It is understood that the positions of the data tracks 116 is an example only and any of the data tracks 116 in the media can be subject to the adjacent track write error 202. The position of the reserved space data track 214 is an example only and can be positioned anywhere in the media 104.
It is understood that the control circuitry 138 can establish a threshold for the PES that can detect the adjacent track write error 202 when the head 102 crosses into an adjacent or victim track. The detection of the write squeeze condition 212 can be more difficult to detect because it requires the recognition of multiple minor encroachments at the same radial position of the media. It is understood that, in one embodiment, each of the adjacent data tracks 116 can have an initial sector that is a linear offset from the last sector of the adjacent data track 116. The linear offset can allow a single track seek and settle prior to reaching the initial sector in order to optimize sequential write performance.
Referring now to
In an embodiment, an aggressor track 302 can be the target of a sector write 304. A track encroachment 306 can be caused by debris on the media 104, residual inertia from a seek operation, an environmental shock or vibration. The track encroachment 306 can be of sufficient magnitude to corrupt the previously written data on a victim track 308. By way of an example, most instances of the track encroachment 306 can exist without alerting the control circuitry 138 or impacting the previously written data of the victim track 308. In some instances of the track encroachment 306, the control circuitry 138 can detect a write unsafe condition that indicates the head 102 has crossed into the victim track 308 and possibly corrupted the previously written data in the area of the track encroachment 306.
It is understood that the aggressor track 302 and the victim track 308 can have any adjacent orientation. The track encroachment 306 must occur during a write operation and can occur in any portion of the data track 116. It is further understood that the track encroachment 306 can be detected as a write unsafe condition or a write squeeze condition when the head 102 enters into the space of the victim track 308.
Referring now to
A track center 406 can be the region in which the position of the head 102, as indicated by the PES 402, can remain within the bounds of the data track 116. A first threshold 408 can be compared to the absolute value of the PES 402 for detecting a write unsafe condition during the write operation. In a mathematical sense, it is understood that the absolute value of the PES 402 during a pre-write settle 410 can have any value without setting an error condition. A write start 412 can mark the assertion of write gate to the head 102 by the control circuitry 138 and the monitoring of the location of the head 102 within the data track 116.
A write operation 414 can represent the critical time that the head 102 is actively altering the data on the media 104 of
An inner diameter drift (IDD) 420 can be detected when the value of the PES 402 is negative and exceeds the absolute value of the second threshold 416 during the write operation 414. The control circuitry 138 can record the location and direction of the victim track 308 during the IDD 420 for future check conditions. In one embodiment, a write squeeze condition is detected when the control circuitry 138 detects the ODD 418 and the IDD 420 at a similar location of the victim track 308. This is similar to the previously described scenario in track 208 of
It is understood that the control circuitry 138 can detect a direction of the victim track 308 based on the sign of the PES 402 when the first threshold 408 or the second threshold 416 is exceeded. The control circuitry 138 can maintain a count of the ODD 418 and the IDD 420 that occur on the victim track 308 and the data refresh operation can be prioritized based on the count. Depending on the threshold used to detect IDD or ODD (or any encroachment action in general), a different weight may be assigned to the count to influence the timing at which a corrective action is triggered. For example, a write with PES within the second threshold 416 may receive a count of N, while a write with PES exceeding the second threshold 416 but less than the first threshold 408 may receive a count of W1*N, where W1 is a weight multiplier, and a write with PES exceeding the first threshold 408 may receive a count of W2*N, where W2 is a weight multiplier greater than W1.
In one embodiment, a pre-defined aggregate threshold based on the weights and/or counts that are tracked over a period of time can be used to trigger the corrective action(s). The aggregate threshold may be set, for instance, to trigger corrective action(s) when a tracked (weighted) count exceeds the aggregate threshold for a track, or for a group of tracks. In one embodiment, corrective actions may be triggered based more generally on tracked events such as the first/second PES thresholds being exceeded, apart from the example weighted count schemes described above.
Corrective actions may take many forms. For example, the control circuitry 138 can monitor the occurrence of the ODD 418 and the IDD 420 in order to adjust the pre-write settle 410. By increasing the pre-write settle 410, a reduced number of the ODD 418 and the IDD 420 can be achieved. In another example, the control circuitry 138 can perform a data refresh operation in order to verify, restore, or relocate the data on the victim track 308. If the data from the victim track 308 must be relocated, it can be written on the same data track 116 or it can be moved to the reserved space data track 214 of
It is understood that the position of the first threshold 408 and the second threshold 416 within the data track 116 is an example only. It is also understood that additional thresholds can be implemented as the width of the data track 116 continues to shrink and the position of the head 102 becomes increasingly critical.
Referring now to
The exemplary repositioning of the head 102 on the data track 116 depicts the PES 402 for a seek and settle on the data track 116 in an embodiment of the electronic system 100. In one embodiment, the control circuitry 138 of
The track center 406 can be the region in which the position of the head 102, as indicated by the PES 402, can remain within the bounds of the data track 116. The first threshold 408 can be compared to the absolute value of the PES 402 for detecting the write unsafe condition 502 during the write operation 414. It is understood that the absolute value of the PES 402 during the pre-write settle 410 can have any value without setting an error condition. By extending the duration for pre-write settle 410, the head 102 can be less susceptible to exceeding the second threshold 416 and the first threshold 408. The write start 412 can mark the assertion of write gate to the head 102 by the control circuitry 138 and the monitoring of the location of the head 102 within the data track 116.
The write operation 414 can represent the head 102 actively altering the data on the media 104 of
The inner diameter drift (IDD) 420 can be detected when the value of the PES 402 is negative and its absolute value exceeds the second threshold 416 during the write operation 414. The control circuitry 138 can record the location and direction of the victim track 308 during the IDD 420 for future processing.
It is understood that the control circuitry 138 can detect a direction of the victim track 308, relative to the aggressor track, based on the sign of the PES 402 when the first threshold 408 or the second threshold 416 is exceeded. It is understood that the position of the first threshold 408 and the second threshold 416 within the data track 116 is an example only. It is also understood that additional thresholds can be implemented as the width of the data track 116 continues to shrink and the position of the head 102 becomes increasingly critical.
For example, a third threshold 506 can be positioned between the first threshold 408 and the second threshold 416. The third threshold 506 can indicate the position of the head 102 as it starts an off-track write 508. The position of the third threshold 506 can be dependent on the physical dimensions of the head 102 and the data track 116. The control circuitry 138 can add the location detected as the off-track write 508 to a track count for the background data refresh operation. The off-track write 508 is considered more damaging that the ODD 418 or the IDD 420 because the head 102 is known to have altered the data on the victim track 308. The off-track write 508 is less damaging than the write unsafe condition 502 because the head 102 does not travel as far into the victim track 308 on the off-track write 508.
The control circuitry 138 can assign different weights to each of the conditions. The control circuitry 138 can perform a background data refresh operation in order to verify, restore, or relocate the data on the victim track 308 as a result of the off-track write, the ODD 418, and the IDD 420. The off-track write 508 can be assigned a greater weight to the ODD 418 or the IDD 420, because there is a higher probability of data corruption on the victim track 308. If the data from the victim track 308 must be refreshed, it can be written on the same data track 116 or it can be moved to the reserved space data track 214 of
The electronic system 100 has been described with module functions or order as an example. The electronic system 100 can partition the modules differently or order the modules differently. For example, the sequence of actions shown in
The modules described in this application can be implemented as instructions stored on a non-transitory computer readable medium to be executed by the control circuitry 138 in the electronic system 100. The non-transitory computer medium can include the memory of the integrated circuit in the electronic system 100. The non-transitory computer readable medium can include non-volatile memory, such as a hard disk drive, non-volatile random access memory (NVRAM), solid-state storage device (SSD), compact disk (CD), digital video disk (DVD), or universal serial bus (USB) flash memory devices. The non-transitory computer readable medium can be integrated as a part of the electronic system 100 or installed as a removable portion of the electronic system 100.
Any suitable control circuitry may be employed to implement the flow diagrams in the above embodiments, such as any suitable integrated circuit or circuits. For example, the control circuitry may be implemented within a read channel integrated circuit, or in a component separate from the read channel, such as a disk controller, or certain operations described above may be performed by a read channel and others by a disk controller. In one embodiment, the read channel and disk controller are implemented as separate integrated circuits, and in an alternative embodiment they are fabricated into a single integrated circuit or system on a chip (SOC). In addition, the control circuitry may include a suitable preamp circuit implemented as a separate integrated circuit, integrated into the read channel or disk controller circuit, or integrated into a SOC. In addition, any of the above described modules and components may be implemented in firmware, software, hardware, or any combination thereof.
In one embodiment, the control circuitry comprises a microprocessor executing instructions, the instructions being operable to cause the microprocessor to perform the flow diagrams described herein. The instructions may be stored in any computer-readable medium. In one embodiment, they may be stored on a non-volatile semiconductor memory external to the microprocessor, or integrated with the microprocessor in a SOC. In another embodiment, the instructions are stored on the disk and read into a volatile semiconductor memory when the disk drive is powered on. In yet another embodiment, the control circuitry comprises suitable logic circuitry, such as state machine circuitry.
The various features and processes described above may be used independently of one another, or may be combined in various ways. All possible combinations and subcombinations are intended to fall within the scope of this disclosure. In addition, certain method, event or process blocks may be omitted in some implementations. The methods and processes described herein are also not limited to any particular sequence, and the blocks or states relating thereto can be performed in other sequences that are appropriate. For example, described tasks or events may be performed in an order other than that specifically disclosed, or multiple may be combined in a single block or state. The example tasks or events may be performed in serial, in parallel, or in some other manner. Tasks or events may be added to or removed from the disclosed example embodiments. The example systems and components described herein may be configured differently than described. For example, elements may be added to, removed from, or rearranged compared to the disclosed example embodiments.
While certain example embodiments have been described, these embodiments have been presented by way of example only, and are not intended to limit the scope of the inventions disclosed herein. Thus, nothing in the foregoing description is intended to imply that any particular feature, characteristic, step, module, or block is necessary or indispensable. Indeed, the novel methods and systems described herein may be embodied in a variety of other forms; furthermore, various omissions, substitutions and changes in the form of the methods and systems described herein may be made without departing from the spirit of the embodiments disclosed herein.
The resulting method, process, apparatus, device, product, and/or system is straightforward, cost-effective, uncomplicated, highly versatile, accurate, sensitive, and effective, and can be implemented by adapting known components for ready, efficient, and economical manufacturing, application, and utilization. Another important aspect of various embodiments is that they valuably supports and services the historical trend of reducing costs, simplifying systems, and increasing performance.
These and other valuable aspects of the various embodiments consequently further the state of the technology to at least the next level.
While the various embodiments have been described in conjunction with a specific best mode, it is to be understood that many alternatives, modifications, and variations will be apparent to those skilled in the art in light of the aforegoing description. Accordingly, the embodiments are intended to embrace all such alternatives, modifications, and variations that fall within the scope of the included claims. All matters set forth herein or shown in the accompanying drawings are to be interpreted in an illustrative and non-limiting sense.
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 |
6429984 | Alex | Aug 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 |
6628466 | Alex | Sep 2003 | B2 |
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 |
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 |
7196860 | Alex | Mar 2007 | B2 |
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 |
7477465 | Yu | Jan 2009 | B2 |
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 |
20090113702 | Hogg | May 2009 | A1 |
20100306551 | Meyer et al. | Dec 2010 | 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 |
20140201424 | Chen et al. | Jul 2014 | A1 |