Data storage device re-qualifying state estimator while decelerating head

Information

  • Patent Grant
  • 8958169
  • Patent Number
    8,958,169
  • Date Filed
    Wednesday, June 11, 2014
    10 years ago
  • Date Issued
    Tuesday, February 17, 2015
    9 years ago
Abstract
A data storage device is disclosed comprising a disk comprising a plurality of tracks defined by servo sectors, a head, and a servo controller configured to servo the head over the disk based on an estimated state generated by a state estimator. The servo controller is configured to execute a seek operation to seek the head over the disk and recover from a servo fault during the seek operation by generating an initial state estimate of the head at the beginning of the servo fault, and decelerating the head open-loop using a model-based deceleration control in response to the initial state estimate. While decelerating the head, the state estimator is re-qualified before the head reaches zero velocity, and after re-qualifying the state estimator and before the head reaches zero velocity, a seek operation is executed to seek the head to a target track closed-loop using the state estimator.
Description
BACKGROUND

Data storage devices such as disk drives comprise a disk and a head connected to a distal end of an actuator arm which is rotated about a pivot by a voice coil motor (VCM) to position the head radially over the disk. The disk comprises a plurality of radially spaced, concentric tracks for recording user data sectors and servo sectors. The servo sectors comprise head positioning information (e.g., a track address) which is read by the head and processed by a servo controller to control the actuator arm as it seeks from track to track.



FIG. 1 shows a prior art disk format 2 as comprising a number of servo tracks 4 defined by servo sectors 60-6N recorded around the circumference of each servo track. Each servo sector 6i, comprises a preamble 8 for storing a periodic pattern, which allows proper gain adjustment and timing synchronization of the read signal, and a sync mark 10 for storing a special pattern used to symbol synchronize to a servo data field 12. The servo data field 12 stores coarse head positioning information, such as a servo track address, used to position the head over a target data track during a seek operation. Each servo sector 6i, further comprises groups of servo bursts 14 (e.g., N and Q servo bursts), which are recorded with a predetermined phase relative to one another and relative to the servo track centerlines. The phase based servo bursts 14 provide fine head position information used for centerline tracking while accessing a data track during write/read operations. A position error signal (PES) is generated by reading the servo bursts 14, wherein the PES represents a measured position of the head relative to a centerline of a target servo track. A servo controller processes the PES to generate a control signal applied to a head actuator (e.g., a voice coil motor) in order to actuate the head radially over the disk in a direction that reduces the PES.


When seeking the head across the disk, a servo fault may occur due to loss of synchronization to the servo sectors, a large deviation in the estimated servo states of the servo controller, detecting instability of the servo controller, etc. When a servo fault is detected, the prior art quickly decelerates the head to zero velocity using, for example, a double integrator model-based open loop control. After the head reaches zero velocity, a state estimator is re-qualified based on the servo sectors, and the seek is completed.



FIG. 4A illustrates an example velocity/position phase plane for a seek operation executed by a prior art servo controller. In this example, the seek is performed using a just-in-time (JIT) control which typically reduces acoustic noise as compared to a minimum-time seek control. If a servo fault does not occur, the servo states will follow the arcuate trajectory 15 shown in FIG. 1. If a servo fault occurs, for example, when the head reaches position 17, the servo controller quickly decelerates the head to zero using a minimum-time seek control such that the servo states follow the steep deceleration trajectory 19. After the head reaches zero velocity, the servo controller re-qualifies the state estimator, and then completes the seek after accelerating to a relatively low coast velocity 21. Decelerating the head to zero velocity in minimum time when a servo fault is detected such that the servo states follow a steep deceleration trajectory may excite resonances in the servo controller which can increase acoustic noise, or cause other issues, such as poor seek settle, command time-out, or even an off-track write. In addition, a significant error in the estimated servo states used to initialize the double integrator model-based open loop control may cause a high-speed runaway condition which may damage the head due to the actuator arm colliding with a crash stop.





BRIEF DESCRIPTION OF THE DRAWINGS


FIG. 1 shows a prior art disk format comprising a plurality of servo tracks defined by servo sectors.



FIG. 2A shows a data storage device in the form of a disk drive according to an embodiment comprising a head actuated over a disk.



FIG. 2B is a flow diagram according to an embodiment wherein a servo controller recovers from a servo fault by re-qualifying a state estimator while decelerating the head.



FIG. 2C shows a servo controller according to an embodiment comprising a model-based open-loop deceleration control used when recovering from a servo fault.



FIG. 3 is a flow diagram according to an embodiment wherein if the re-qualification of the state estimator is verified while decelerating the head during a servo fault, the servo controller seeks the head to a target track closed-loop using the state estimator.



FIG. 4A shows a prior art technique for recovering from a servo fault by decelerating the head to zero using a steep deceleration trajectory that may excite resonances in the servo controller which can increase acoustic noise, or cause other issues, such as poor seek settle, command time-out, or even an off-track write.



FIG. 4B shows an embodiment for recovering from a servo fault by decelerating the head using a model-based just-in-time (JIT) control and wherein the state estimator is re-qualified and verified before the head reaches zero velocity.





DETAILED DESCRIPTION


FIG. 2A shows a data storage device in the form of a disk drive according to an embodiment comprising a disk 16 comprising a plurality of tracks 18 defined by servo sectors 200-20N, a head 22, and a servo controller 24 configured to servo the head over the disk based on an estimated state generated by a state estimator 26 (FIG. 2C). The servo controller 24 is configured to execute the flow diagram of FIG. 2B wherein a seek operation is executed to seek the head over the disk (block 28). When a servo fault occurs during the seek operation (block 30), a recover operation is executed by generating an initial state estimate of the head at the beginning of the servo fault (block 32), and decelerating the head open-loop using a model-based deceleration control in response to the initial state estimate (block 34). While decelerating the head, the state estimator is re-qualified before the head reaches zero velocity (block 36), and after re-qualifying the state estimator and before the head reaches zero velocity, a seek operation is executed to seek the head to a target track closed-loop using the state estimator (block 38).


In the embodiment of FIG. 2A and 2C, a read signal 40 emanating from the head 22 while reading the servo sectors 200-20N is demodulated at block 42 to measure at least one state 44 of the servo system (e.g., the position of the head 22 relative to the disk 16). The measured state 44 is processed by a suitable closed-loop servo control 46 which generates a control signal 48 applied to a voice coil motor (VCM) 50. The VCM 50 rotates an actuator arm 52 about a pivot in order to actuate the head 22 radially over the disk during seeking and tracking operations. When servoing the head 22 over the disk 16, one or more of the servo sectors 200-20N may be unreadable due, for example, to a defect on the disk 16. When a servo sector is unreadable, the state estimator 26 may generate an estimated state 54 of the head 22 based on the previous measured states 44 and the previous control signal 48 applied to the VCM 50. The estimated state 54 may be used in place of the measured state 44 in order to maintain acceptable servo performance even when one or more of the servo sectors 200-20N are unreadable.


When seeking the head across the disk, a servo fault may occur due to loss of synchronization to the servo sectors, a large deviation in the estimated servo states of the servo controller, detecting instability of the servo controller, etc. When a servo fault is detected, the state estimator 26 may need to be re-qualified since the servo fault may corrupt the integrity of the state estimator 26. As described above with reference to FIG. 4A, when a servo fault occurs the prior art may quickly decelerate the head to zero velocity using, for example, a double integrator model-based open-loop control. After the head reaches zero velocity, the state estimator is re-qualified based on the servo sectors, and the seek is completed. However, decelerating the head to zero based on a steep deceleration trajectory may excite resonances in the servo controller which can increase acoustic noise, or cause other issues, such as poor seek settle, command time-out, or even an off-track write. To overcome the drawbacks of the prior art servo fault recovery technique shown in FIG. 4A, in one embodiment when a servo fault occurs the state estimator 26 is re-qualified while decelerating the head and before the velocity of the head reaches zero as described above with reference to the flow diagram of FIG. 2B.



FIG. 3 is a more detailed flow diagram according to an embodiment which extends on the flow diagram of FIG. 2B, wherein when a servo fault occurs (block 30) during a seek operation, an initial estimate state 54 is generated (block 32), for example, based on the last trusted output of the state estimator 26 before the servo fault occurred. The initial state estimate is used to decelerate the head using the model-based open loop control 55, and concurrently the state estimator is re-qualified (block 36). For example, the state estimator may be re-qualified based on the measured states 44 of the head when attempting to resynchronize to the servo sectors. After re-qualifying the state estimator, the re-qualification is verified (block 56), for example, by comparing the estimated states 54 to the measured states 44 over a number of servo sectors and verifying that the difference is within an acceptable margin.


If the state estimator fails the verification (block 58), the servo controller 24 generates a first interim velocity estimate (block 60) using the model-based open-loop deceleration control 55. If the first interim velocity estimate is greater than a threshold at block 62, then there is still a chance the state estimator 26 may be successfully re-qualified and so the flow diagram is repeated from block 34 in order to continue decelerating the head using the model-based open-loop deceleration control 55. However if the first interim velocity estimate is less than the threshold at block 62, it is assumed the state estimator 26 has entered an unrecoverable state and therefore the servo controller is re-initialized. In one embodiment, a second interim velocity estimate is generated based on a back electromotive force (BEMF) voltage of the VCM 50 (block 64) which is used to servo the head closed-loop in order to re-initialize the servo controller (block 66). The second interim velocity estimated may be generated in any suitable manner, such as by measuring a frequency of zero-crossings in the periodic BEMF voltage generated by the VCM 50.


If the state estimator passes the verification at block 58, the servo controller 24 switches from the model-based open loop control 55 to the closed-loop control 46 in order to seek the head to a target track (block 68) using the measured states 44 generated by reading the servo sectors as well as the estimated states 54 generated by the state estimator 26 if needed. Accordingly in this embodiment, when recovering from a servo fault the servo controller 24 shown in FIG. 2C may switch from the model-based open-loop deceleration 55 to the closed-loop control 46 before the velocity of the head reaches zero which may ameliorate the prior art drawbacks described above with reference to FIG. 4A.



FIG. 4B shows example seek profiles (velocity/position phase plane) according to an embodiment when executing a seek operation which may be compared to the prior art seek profiles shown in FIG. 4A. If a servo fault occurs during a seek, for example, when the head reaches position 70, the servo controller switches to the model-based open-loop control 55 and begins decelerating the head along trajectory 72. While decelerating the head along trajectory 72, the servo controller may successfully re-qualify and validate the state estimator, and therefore switch to the closed-loop control 46. In the example of FIG. 4B, after switching to the closed-loop control 46 the servo controller may continue decelerating the head along trajectory 72 until the head reaches a first target velocity 74. When the head reaches the first target velocity (which is greater than zero), the servo controller may switch from decelerating the head to accelerating the head to a second target velocity 76 (a relatively low coast velocity), and then finish the seek operation by moving the head toward the target track at the coast velocity. The example embodiment shown in FIG. 4B for recovering from a servo fault may improve the performance of the disk drive by reducing resonance excitation and acoustic noise, improving seek settle, and/or avoiding command time-outs and an off-track writes.


In the embodiment of FIG. 4B, further improvements in servo fault recovery may be attained by designing the model-based open-loop control 55 to decelerate the head according to a model-based just-in-time (JIT) control. That is, the model-based open-loop control 55 may be designed so that the servo fault deceleration trajectories such as shown in FIG. 4B may follow an arcuate trajectory similar to a normal seek trajectory so as to avoid the sharp transitions in the prior art deceleration trajectories as shown in FIG. 4A. Similarly after the head decelerates to the first target velocity 74 in FIG. 4B, the acceleration trajectories for accelerating the head toward the coast velocity 76 may comprise a more arcuate, JIT type trajectory so as to further improve performance when recovering from a servo fault.


In the example embodiment of FIG. 4B, the servo controller recovers from a servo fault by decelerating the head to the first target velocity 74, and then finishes the current seek operation by seeking the head to the original target track of the seek. In another embodiment, the servo controller may recover from a servo fault by decelerating the head to the first target velocity 74, and then seeking the head to a different target track. This embodiment may be useful, for example, when the disk drive needs to perform an emergency operation such as parking the heads on a ramp during a free-fall event, or it may improve performance by allowing the current access command to be aborted in favor of a different access command (e.g., as determined by a rotational position optimization (RPO) algorithm).


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 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.


While the above examples concern a disk drive, the various embodiments are not limited to a disk drive and can be applied to other data storage devices and systems, such as magnetic tape drives, solid state drives, hybrid drives, etc. In addition, some embodiments may include electronic devices such as computing devices, data server devices, media content storage devices, etc. that comprise the storage media and/or control circuitry as described above.


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.

Claims
  • 1. A data storage device comprising: a disk comprising a plurality of tracks defined by servo sectors;a head; anda servo controller configured to servo the head over the disk based on an estimated state generated by a state estimator, wherein the servo controller is configured to execute a seek operation to seek the head over the disk and recover from a servo fault during the seek operation by at least:generating an initial state estimate of the head at the beginning of the servo fault;decelerating the head open-loop using a model-based deceleration control in response to the initial state estimate;while decelerating the head, re-qualifying the state estimator before the head reaches zero velocity; andafter re-qualifying the state estimator and before the head reaches zero velocity, seeking the head to a target track closed-loop using the state estimator.
  • 2. The data storage device as recited in claim 1, wherein the model-based deceleration control comprises a model-based just-in-time (JIT) control.
  • 3. The data storage device as recited in claim 1, wherein the servo controller is further configured to recover from the servo fault by verifying the re-qualification of the state estimator.
  • 4. The data storage device as recited in claim 3, wherein when the state estimator passes the verification, the servo controller is further configured to recover from the servo fault by seeking the head to the target track closed-loop based on the state estimator and the servo sectors.
  • 5. The data storage device as recited in claim 3, wherein when the state estimator fails the verification, the servo controller is further configured to recover from the servo fault by: using the model-based deceleration control to generate a first interim velocity estimate of the head; andwhen the first interim velocity estimate of the head exceeds a threshold, continuing the decelerating of the head open-loop using the model-based deceleration control.
  • 6. The data storage device as recited in claim 5, wherein when the first interim velocity estimate of the head is less than the threshold, the servo controller is further configured to recover from the servo fault by re-initializing the servo controller.
  • 7. The data storage device as recited in claim 6, further comprising a voice coil motor (VCM) configured to actuate the head over the disk in response to a control signal generated by the servo controller, wherein the servo controller is further configured to recover from the servo fault by: generating a second interim velocity estimate of the head based on a back electromotive force (BEMF) voltage generated by the VCM; andre-initializing the servo controller based on the second interim velocity estimate.
  • 8. A method of operating a data storage device, the method comprising: servoing a head over a disk based on an estimated state generated by a state estimator, andrecovering from a servo fault during a seek operation by at least: generating an initial state estimate of the head at the beginning of the servo fault;decelerating the head open-loop using a model-based deceleration control in response to the initial state estimate;while decelerating the head, re-qualifying the state estimator before the head reaches zero velocity; andafter re-qualifying the state estimator and before the head reaches zero velocity, seeking the head to a target track on the disk closed-loop using the state estimator.
  • 9. The method as recited in claim 8, wherein the model-based deceleration control comprises a model-based just-in-time (JIT) control.
  • 10. The method as recited in claim 8, further comprising recovering from the servo fault by verifying the re-qualification of the state estimator.
  • 11. The method as recited in claim 10, wherein when the state estimator passes the verification, the method further comprises recovering from the servo fault by seeking the head to the target track closed-loop based on the state estimator and the servo sectors.
  • 12. The method as recited in claim 10, wherein when the state estimator fails the verification, the method further comprises recovering from the servo fault by: using the model-based deceleration control to generate a first interim velocity estimate of the head; andwhen the first interim velocity estimate of the head exceeds a threshold, continuing the decelerating of the head open-loop using the model-based deceleration control.
  • 13. The method as recited in claim 12, wherein when the first interim velocity estimate of the head is less than the threshold, the method further comprises recovering from the servo fault by re-initializing a servo controller.
  • 14. The method as recited in claim 13, further comprising recovering from the servo fault by: generating a second interim velocity estimate of the head based on a back electromotive force (BEMF) voltage generated by a voice coil motor; andre-initializing a servo controller based on the second interim velocity estimate.
US Referenced Citations (314)
Number Name Date Kind
6014283 Codilian et al. Jan 2000 A
6052076 Patton, III et al. Apr 2000 A
6052250 Golowka et al. Apr 2000 A
6067206 Hull et al. May 2000 A
6078453 Dziallo et al. Jun 2000 A
6091564 Codilian et al. Jul 2000 A
6094020 Goretzki et al. Jul 2000 A
6101065 Alfred et al. Aug 2000 A
6104153 Codilian et al. Aug 2000 A
6122133 Nazarian et al. Sep 2000 A
6122135 Stich Sep 2000 A
6141175 Nazarian et al. Oct 2000 A
6160368 Plutowski Dec 2000 A
6181502 Hussein et al. Jan 2001 B1
6195222 Heminger et al. Feb 2001 B1
6198584 Codilian et al. Mar 2001 B1
6198590 Codilian et al. Mar 2001 B1
6204988 Codilian et al. Mar 2001 B1
6243223 Elliott et al. Jun 2001 B1
6281652 Ryan et al. Aug 2001 B1
6285521 Hussein Sep 2001 B1
6292320 Mason et al. Sep 2001 B1
6310742 Nazarian et al. Oct 2001 B1
6320718 Bouwkamp et al. Nov 2001 B1
6342984 Hussein et al. Jan 2002 B1
6347018 Kadlec et al. Feb 2002 B1
6369972 Codilian et al. Apr 2002 B1
6369974 Asgari et al. Apr 2002 B1
6462896 Codilian et al. Oct 2002 B1
6476996 Ryan Nov 2002 B1
6484577 Bennett Nov 2002 B1
6493169 Ferris et al. Dec 2002 B1
6496324 Golowka et al. Dec 2002 B1
6498698 Golowka et al. Dec 2002 B1
6507450 Elliott Jan 2003 B1
6534936 Messenger et al. Mar 2003 B2
6538839 Ryan Mar 2003 B1
6545835 Codilian et al. Apr 2003 B1
6549359 Bennett et al. Apr 2003 B1
6549361 Bennett et al. Apr 2003 B1
6560056 Ryan May 2003 B1
6568268 Bennett May 2003 B1
6574062 Bennett et al. Jun 2003 B1
6577465 Bennett et al. Jun 2003 B1
6614615 Ju et al. Sep 2003 B1
6614618 Sheh et al. Sep 2003 B1
6636377 Yu et al. Oct 2003 B1
6690536 Ryan Feb 2004 B1
6693764 Sheh et al. Feb 2004 B1
6707635 Codilian et al. Mar 2004 B1
6710953 Vallis et al. Mar 2004 B1
6710966 Codilian et al. Mar 2004 B1
6714371 Codilian Mar 2004 B1
6714372 Codilian et al. Mar 2004 B1
6724564 Codilian et al. Apr 2004 B1
6731450 Codilian et al. May 2004 B1
6735041 Codilian et al. May 2004 B1
6738220 Codilian May 2004 B1
6747837 Bennett Jun 2004 B1
6760186 Codilian et al. Jul 2004 B1
6771440 Smith Aug 2004 B2
6788483 Ferris et al. Sep 2004 B1
6791785 Messenger et al. Sep 2004 B1
6795268 Ryan Sep 2004 B1
6819518 Melkote et al. Nov 2004 B1
6826006 Melkote et al. Nov 2004 B1
6826007 Patton, III Nov 2004 B1
6847502 Codilian Jan 2005 B1
6850383 Bennett Feb 2005 B1
6850384 Bennett Feb 2005 B1
6867944 Ryan Mar 2005 B1
6876508 Patton, III et al. Apr 2005 B1
6882496 Codilian et al. Apr 2005 B1
6885514 Codilian et al. Apr 2005 B1
6900958 Yi et al. May 2005 B1
6900959 Gardner et al. May 2005 B1
6903897 Wang et al. Jun 2005 B1
6914740 Tu et al. Jul 2005 B1
6914743 Narayana et al. Jul 2005 B1
6920004 Codilian et al. Jul 2005 B1
6924959 Melkote et al. Aug 2005 B1
6924960 Melkote et al. Aug 2005 B1
6924961 Melkote et al. Aug 2005 B1
6934114 Codilian et al. Aug 2005 B1
6934135 Ryan Aug 2005 B1
6937420 McNab et al. Aug 2005 B1
6937423 Ngo et al. Aug 2005 B1
6952322 Codilian et al. Oct 2005 B1
6954324 Tu et al. Oct 2005 B1
6958881 Codilian et al. Oct 2005 B1
6963465 Melkote et al. Nov 2005 B1
6965488 Bennett Nov 2005 B1
6967458 Bennett et al. Nov 2005 B1
6967811 Codilian et al. Nov 2005 B1
6970319 Bennett et al. Nov 2005 B1
6972539 Codilian et al. Dec 2005 B1
6972540 Wang et al. Dec 2005 B1
6972922 Subrahmanyam et al. Dec 2005 B1
6975480 Codilian et al. Dec 2005 B1
6977789 Cloke Dec 2005 B1
6980389 Kupferman Dec 2005 B1
6987636 Chue et al. Jan 2006 B1
6987639 Yu Jan 2006 B1
6989954 Lee et al. Jan 2006 B1
6992848 Agarwal et al. Jan 2006 B1
6992851 Cloke Jan 2006 B1
6992852 Ying et al. Jan 2006 B1
6995941 Miyamura et al. Feb 2006 B1
6999263 Melkote et al. Feb 2006 B1
6999267 Melkote et al. Feb 2006 B1
7006320 Bennett et al. Feb 2006 B1
7016134 Agarwal et al. Mar 2006 B1
7023637 Kupferman Apr 2006 B1
7023640 Codilian et al. Apr 2006 B1
7027256 Subrahmanyam et al. Apr 2006 B1
7027257 Kupferman Apr 2006 B1
7035026 Codilian et al. Apr 2006 B2
7046472 Melkote et al. May 2006 B1
7050249 Chue et al. May 2006 B1
7050254 Yu et al. May 2006 B1
7050258 Codilian May 2006 B1
7054098 Yu et al. May 2006 B1
7061714 Yu Jun 2006 B1
7064918 Codilian et al. Jun 2006 B1
7068451 Wang et al. Jun 2006 B1
7068459 Cloke et al. Jun 2006 B1
7068461 Chue et al. Jun 2006 B1
7068463 Ji et al. Jun 2006 B1
7088547 Wang et al. Aug 2006 B1
7095579 Ryan et al. Aug 2006 B1
7110208 Miyamura et al. Sep 2006 B1
7110214 Tu et al. Sep 2006 B1
7113362 Lee et al. Sep 2006 B1
7113365 Ryan et al. Sep 2006 B1
7116505 Kupferman Oct 2006 B1
7126781 Bennett Oct 2006 B1
7158329 Ryan Jan 2007 B1
7180703 Subrahmanyam et al. Feb 2007 B1
7184230 Chue et al. Feb 2007 B1
7196864 Yi et al. Mar 2007 B1
7199966 Tu et al. Apr 2007 B1
7203021 Ryan et al. Apr 2007 B1
7209321 Bennett Apr 2007 B1
7212364 Lee May 2007 B1
7212374 Wang et al May 2007 B1
7215504 Bennett May 2007 B1
7224546 Orakcilar et al. May 2007 B1
7248426 Weerasooriya et al. Jul 2007 B1
7251098 Wang et al. Jul 2007 B1
7253582 Ding et al. Aug 2007 B1
7253989 Lau et al. Aug 2007 B1
7265933 Phan et al. Sep 2007 B1
7289288 Tu Oct 2007 B1
7298574 Melkote et al. Nov 2007 B1
7301717 Lee et al. Nov 2007 B1
7304819 Melkote et al. Dec 2007 B1
7330019 Bennett Feb 2008 B1
7330327 Chue et al. Feb 2008 B1
7333280 Lifchits et al. Feb 2008 B1
7333290 Kupferman Feb 2008 B1
7339761 Tu et al. Mar 2008 B1
7365932 Bennett Apr 2008 B1
7388728 Chen et al. Jun 2008 B1
7391583 Sheh et al. Jun 2008 B1
7391584 Sheh et al. Jun 2008 B1
7433143 Ying et al. Oct 2008 B1
7440210 Lee Oct 2008 B1
7440225 Chen et al. Oct 2008 B1
7450334 Wang et al. Nov 2008 B1
7450336 Wang et al. Nov 2008 B1
7453661 Jang et al. Nov 2008 B1
7457071 Sheh Nov 2008 B1
7466509 Chen et al. Dec 2008 B1
7468855 Weerasooriya et al. Dec 2008 B1
7477471 Nemshick et al. Jan 2009 B1
7480116 Bennett Jan 2009 B1
7486471 DeRosa Feb 2009 B2
7489464 McNab et al. Feb 2009 B1
7492546 Miyamura Feb 2009 B1
7495857 Bennett Feb 2009 B1
7499236 Lee et al. Mar 2009 B1
7502192 Wang et al. Mar 2009 B1
7502195 Wu et al. Mar 2009 B1
7502197 Chue Mar 2009 B1
7505223 McCornack Mar 2009 B1
7542225 Ding et al. Jun 2009 B1
7548392 Desai et al. Jun 2009 B1
7551390 Wang et al. Jun 2009 B1
7558016 Le et al. Jul 2009 B1
7573670 Ryan et al. Aug 2009 B1
7576941 Chen et al. Aug 2009 B1
7580212 Li et al. Aug 2009 B1
7583470 Chen et al. Sep 2009 B1
7595954 Chen et al. Sep 2009 B1
7599144 Suh et al. Oct 2009 B2
7602572 Abrishamchian et al. Oct 2009 B2
7602575 Lifchits et al. Oct 2009 B1
7616399 Chen et al. Nov 2009 B1
7619844 Bennett Nov 2009 B1
7626782 Yu et al. Dec 2009 B1
7630162 Zhao et al. Dec 2009 B2
7639447 Yu et al. Dec 2009 B1
7656604 Liang et al. Feb 2010 B1
7656607 Bennett Feb 2010 B1
7660067 Ji et al. Feb 2010 B1
7663835 Yu et al. Feb 2010 B1
7675707 Liu et al. Mar 2010 B1
7679854 Narayana et al. Mar 2010 B1
7688534 McCornack Mar 2010 B1
7688538 Chen et al. Mar 2010 B1
7688539 Bryant et al. Mar 2010 B1
7697233 Bennett et al. Apr 2010 B1
7701661 Bennett Apr 2010 B1
7710676 Chue May 2010 B1
7715138 Kupferman May 2010 B1
7729079 Huber Jun 2010 B1
7733189 Bennett Jun 2010 B1
7746592 Liang et al. Jun 2010 B1
7746594 Guo et al. Jun 2010 B1
7746595 Guo et al. Jun 2010 B1
7760461 Bennett Jul 2010 B1
7800853 Guo et al. Sep 2010 B1
7800856 Bennett et al. Sep 2010 B1
7800857 Calaway et al. Sep 2010 B1
7839591 Weerasooriya et al. Nov 2010 B1
7839595 Chue et al. Nov 2010 B1
7839600 Babinski et al. Nov 2010 B1
7843662 Weerasooriya et al. Nov 2010 B1
7852588 Ferris et al. Dec 2010 B1
7852592 Liang et al. Dec 2010 B1
7864481 Kon et al. Jan 2011 B1
7864482 Babinski et al. Jan 2011 B1
7869155 Wong Jan 2011 B1
7876522 Calaway et al. Jan 2011 B1
7876523 Panyavoravaj et al. Jan 2011 B1
7916415 Chue Mar 2011 B1
7916416 Guo et al. Mar 2011 B1
7916420 McFadyen et al. Mar 2011 B1
7916422 Guo et al. Mar 2011 B1
7929238 Vasquez Apr 2011 B1
7961422 Chen et al. Jun 2011 B1
8000053 Anderson Aug 2011 B1
8031423 Tsai et al. Oct 2011 B1
8054022 Ryan et al. Nov 2011 B1
8059357 Knigge et al. Nov 2011 B1
8059360 Melkote et al. Nov 2011 B1
8072703 Calaway et al. Dec 2011 B1
8077428 Chen et al. Dec 2011 B1
8078901 Meyer et al. Dec 2011 B1
8081395 Ferris Dec 2011 B1
8085020 Bennett Dec 2011 B1
8116023 Kupferman Feb 2012 B1
8145934 Ferris et al. Mar 2012 B1
8179626 Ryan et al. May 2012 B1
8189286 Chen et al. May 2012 B1
8213106 Guo et al. Jul 2012 B1
8254222 Tang Aug 2012 B1
8300348 Liu et al. Oct 2012 B1
8315005 Zou et al. Nov 2012 B1
8320069 Knigge et al. Nov 2012 B1
8351174 Gardner et al. Jan 2013 B1
8358114 Ferris et al. Jan 2013 B1
8358145 Ferris et al. Jan 2013 B1
8390367 Bennett Mar 2013 B1
8432031 Agness et al. Apr 2013 B1
8432629 Rigney et al. Apr 2013 B1
8451697 Rigney et al. May 2013 B1
8482873 Chue et al. Jul 2013 B1
8498076 Sheh et al. Jul 2013 B1
8498172 Patton, III et al. Jul 2013 B1
8508881 Babinski et al. Aug 2013 B1
8531798 Xi et al. Sep 2013 B1
8537486 Liang et al. Sep 2013 B2
8542455 Huang et al. Sep 2013 B2
8553351 Narayana et al. Oct 2013 B1
8564899 Lou et al. Oct 2013 B2
8576506 Wang et al. Nov 2013 B1
8605382 Mallary et al. Dec 2013 B1
8605384 Liu et al. Dec 2013 B1
8610391 Yang et al. Dec 2013 B1
8611040 Xi et al. Dec 2013 B1
8619385 Guo et al. Dec 2013 B1
8630054 Bennett et al. Jan 2014 B2
8630059 Chen et al. Jan 2014 B1
8634154 Rigney et al. Jan 2014 B1
8634283 Rigney et al. Jan 2014 B1
8643976 Wang et al. Feb 2014 B1
8649121 Smith et al. Feb 2014 B1
8654466 McFadyen Feb 2014 B1
8654467 Wong et al. Feb 2014 B1
8665546 Zhao et al. Mar 2014 B1
8665551 Rigney et al. Mar 2014 B1
8670206 Liang et al. Mar 2014 B1
8687312 Liang Apr 2014 B1
8693123 Guo et al. Apr 2014 B1
8693134 Xi et al. Apr 2014 B1
8699173 Kang et al. Apr 2014 B1
8711027 Bennett Apr 2014 B1
8717696 Ryan et al. May 2014 B1
8717699 Ferris May 2014 B1
8717704 Yu et al. May 2014 B1
8724245 Smith et al. May 2014 B1
8724253 Liang et al. May 2014 B1
8724524 Urabe et al. May 2014 B2
8737008 Watanabe et al. May 2014 B1
8737013 Zhou et al. May 2014 B2
8743495 Chen et al. Jun 2014 B1
8743503 Tang et al. Jun 2014 B1
8743504 Bryant et al. Jun 2014 B1
8749904 Liang et al. Jun 2014 B1
20100035085 Jung et al. Feb 2010 A1
20120284493 Lou et al. Nov 2012 A1
20130120870 Zhou et al. May 2013 A1
20130148240 Ferris et al. Jun 2013 A1