Data storage device compensating for hysteretic response of microactuator

Information

  • Patent Grant
  • 9153283
  • Patent Number
    9,153,283
  • Date Filed
    Tuesday, September 30, 2014
    9 years ago
  • Date Issued
    Tuesday, October 6, 2015
    8 years ago
Abstract
A data storage device is disclosed comprising a microactuator configured to actuate a head over a disk. A control signal applied to the microactuator is generated based on an input sequence u(k). A Preisach bit map bj is updated based on the input sequence u(k), wherein the Preisach bit map bj corresponds to a Preisach plane modeling a hysteretic response of the microactuator. A current compensation value yi is generated based on an update value generated based on:
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 control system 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 data 12 and 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.


As the density of the data tracks increases, a microactuator may be employed in combination with the VCM to improve the tracking performance of the servo system. Any suitable microactuator may be employed, such as a suitable piezoelectric (PZT) actuator. The microactuator may actuate the head over the disk in any suitable manner, such as by actuating a suspension relative to a distal end of an actuator arm, or by actuating a slider relative to the suspension.





BRIEF DESCRIPTION OF THE DRAWINGS


FIG. 1 shows a prior art disk format comprising 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 microactuator configured to actuate a head over a disk.



FIG. 2B is a flow diagram according to an embodiment wherein a compensation value is generated based on a Preisach bit map.



FIG. 2C shows a hysteretic response of the microactuator.



FIG. 2D shows control circuitry according to an embodiment wherein the compensation values compensate for the hysteretic response of the microactuator.



FIGS. 3A-3E illustrate how the Preisach plane can model the position of a microactuator that exhibits hysteresis.



FIG. 4A shows an embodiment wherein the Preisach plane is quantized into horizontal and vertical slices.



FIG. 4B shows an example embodiment of a Preisach bit map.



FIGS. 5A-5F illustrate how the compensation values are generated based on the Preisach plane and Preisach bit map according to an embodiment.



FIG. 6 is a flow diagram according to an embodiment for generating the compensation values generated based on the Preisach plane and Preisach bit map according to an embodiment.



FIG. 7A shows control circuitry according to an embodiment wherein the slices of the Preisach plane are generated by injecting a sinusoid into a control signal applied to the microactuator and measuring a sinusoidal response of the dual stage actuator (DSA) servo loop.



FIG. 7B illustrates how the slices of the Preisach plane are generated by incrementally increasing the amplitude of the sinusoid injected into the control signal applied to the microactuator.



FIGS. 8A and 8B illustrate an embodiment for generating the Preisach plane when the horizontal and vertical slices are asymmetric.





DETAILED DESCRIPTION


FIG. 2A shows a data storage device in the form of a disk drive according to an embodiment comprising a microactuator 16 configured to actuate a head 18 over a disk 20. The disk drive further comprises control circuitry 22 configured to execute the flow diagram of FIG. 2B, wherein a control signal 24 is applied to the microactuator based on an input sequence u(k) (block 26). A Preisach bit map bj is updated based on the input sequence u(k) (block 28), wherein the Preisach bit map bj corresponds to a Preisach plane modeling a hysteretic response of the microactuator. A current compensation value yi is generated (block 30) based on an update value generated based on:








j




h


(
j
)





b
^

j







where hj represents a slice of the Preisach plane and {circumflex over (b)}j is an update bit map based on at least part of the Preisach bit map bj. The current input ui and the current compensation value yi are combined to generate the control signal applied to the microactuator (block 32).


In the embodiment of FIG. 2A, the disk 20 comprises a plurality of servo sectors 340-34N that define a plurality of servo tracks 36, wherein data tracks are defined relative to the servo tracks at the same or different radial density. The control circuitry 22 processes a read signal 38 emanating from the head 18 to demodulate the servo sectors 340-34N and generate a position error signal (PES) representing an error between the actual position of the head and a target position relative to a target track. The control circuitry 22 filters the PES using a suitable compensation filter to generate a control signal 40 applied to a voice coil motor (VCM) 42 which rotates an actuator arm 44 about a pivot in order to actuate the head 18 radially over the disk 20 in a direction that reduces the PES. The control circuitry 22 also generates the control signal 24 applied to the microactuator 16 in order to actuate the head 18 in fine movements to further reduce the PES. The servo sectors 340-34N may comprise any suitable head position information, such as a track address for coarse positioning and servo bursts for fine positioning. The servo bursts may comprise any suitable pattern, such as an amplitude based servo pattern or a phase based servo pattern.



FIG. 2C shows an example hysteretic response of the microactuator 16 wherein the position of the microactuator is determined not only by the current control signal 24 but also on a past history of the control signal 24. FIG. 2D shows control circuitry according to an embodiment wherein a compensator 46 generates compensation values y(k) 48 that are combined with an input sequence u(k) 50 (based on the PES) to generate the control signal 24 in a manner that compensates for the hysteretic response 52 of the microactuator 16. In one embodiment, the compensator 46 may generate the compensation values y(k) 48 as the negative of the hysteretic response 52 of the microactuator 16, and in other embodiments the compensator 46 may implement a more sophisticated algorithm based on the hysteretic response 52 of the microactuator 16. Accordingly, in one embodiment the hysteretic response 52 of the microactuator 16 is measured, and then the compensator 46 is configured based on the measured hysteretic response.


The hysteretic response 52 of the microactuator 16 may be modeled using a Preisach plane as shown in FIGS. 3A-3E which is represented by the upper triangle with index α and β, respectively. The Preisach model of hysteresis generalizes hysteresis loops as the parallel connection of independent relay hysterons. The input history {u0, u1, . . . un} projects onto the plane and is recorded as a trajectory T (α, β). The position of the microactuator can be calculated as the integral of the shaded area:








y
m



(
t
)


=






T


(

α

β

)







μ


(

α
,
β

)


·



γ
^


α
,
β




[

u


(
t
)


]










α








β









The position of the microactuator ym(t) is the integration of its previous trajectory T(α, β) on the predefined weighted density plane with weight μ(α, β), multiplied by the hysteron operator {circumflex over (γ)}α,β[u(t)] defined as









γ
^


α
,
β




[

u


(
t
)


]


=

{




1
,

for





increasing






u


(
t
)










-
1

,

for





decreasing






u


(
t
)







}






Referring to the example shown in FIGS. 3A-3E, the shaded area in the triangle increases as the input increases (hysterons turn on), and the shaded area in the triangle decreases as the input decreases (hysterons turn off).



FIG. 4A shows an embodiment wherein the continuous time Preisach plane described above is quantized into discrete hysterons which are combined to form horizontal and vertical slices {h0, h1, . . . hn} of the Preisach plane. In the example shown in FIG. 4A, the quantization level is 6 by 6; however, any suitable level of quantization may be employed. In some embodiments, the Preisach plane may be symmetric such that the values representing the horizontal slices are equal to the values representing the vertical slices; however, in other embodiments the Preisach plane may be asymmetric such that the horizontal slices do not equal the vertical slices. FIG. 4B shows a Preisach bit map bj that represents the state of the Preisach plane and is described in greater detail with reference to the example shown in FIGS. 5A-5F.



FIG. 5A shows an initial state of the Preisach plane as well as the Preisach bit map bj wherein each cell is initialized to a 1-bit which represents an initial position of the microactuator (e.g., center of the stroke with u0=0). FIG. 5B shows an example of the microactuator position changing due to an increase in the input signal to u1=5 resulting in horizontal slices [h(6),h(5),h(4),h(3),h(2)] of the Preisach plane turning on. Accordingly, the position of the microactuator increases based on:








j




h


(
j
)





b
^

j







where {circumflex over (b)}j is the update bit map based on at least part of the Preisach bit map bj as illustrated in FIG. 5B. In this embodiment, since the previous input ui-1 is less than the current input ui, the control circuitry generates the update bit map {circumflex over (b)}j based on the ui-ui-1 high order bits of the Preisach bit map bj having a target value of 1 (i.e., bits 6-2 of the update bit map {circumflex over (b)}j are set to 1 to generate the updated position based on the above equation). The control circuitry then updates the Preisach bit map bj by inverting these 1-bits to 0-bits as illustrated in FIG. 5B.



FIG. 5C shows an example of the microactuator position changing due to a decrease in the input signal to u2=2 resulting in vertical slices [h(6),h(5),h(4)] of the Preisach plane turning off. Accordingly, the position of the microactuator decreases based on:








j




h


(
j
)





b
^

j







where {circumflex over (b)}j is the update bit map based on at least part of the Preisach bit map bj as illustrated in FIG. 5C. In this embodiment, since the previous input ui-1 is greater than the current input ui, the control circuitry generates the update bit map {circumflex over (b)}j based on the ui-ui-1 high order bits of the Preisach bit map bj having a target value of 0 (i.e., bits 6-4 of the update bit map {circumflex over (b)}j are set to 1 to generate the updated position based on the above equation). The control circuitry then updates the Preisach bit map bj by inverting these 0-bits to 1-bits as illustrated in FIG. 5C.



FIGS. 5C-5F illustrate how the position of the microactuator is updated, as well as how the update bit map {circumflex over (b)}j is generated and the Preisach bit map bj is updated as the input sequence u(k) changes. In one embodiment, the compensation values y(k) 48 are generated as shown in the flow diagram of FIG. 6 which is understood from the above described process for estimating the hysteretic response 52 of the microactuator. When the previous input ui-1 is less than the current input ui at block 54, the current compensation value yi is generated by adding the update value to the previous compensation value yi-1 at block 56. When the previous input ui-1 is greater than the current input ui at block 54, the current compensation value yi is generated by subtracting the update value from the previous compensation value yi-1 at block 58. At block 56 the operator j=l(1,k) returns the index in the Preisach bit map of the last kth bit having a value of 1, and at block 58 the operator j=l(0,k) returns the index in the Preisach bit map of the last kth bit having a value of 0.


Any suitable technique may be employed to measure the hysteretic response of the microactuator 16 and to generate the corresponding Preisach plane described above. In one embodiment, a sinusoid is injected into a control signal applied to the microactuator 16, and a sinusoidal response of the microactuator is measured. In one embodiment, slices of the Preisach plane are generated based on the measured sinusoidal response.


An example of this embodiment is understood with reference to the dual stage actuator (DSA) servo loop shown in FIG. 7A which comprises a voice coil motor (VCM) servo loop for controlling the VCM 42 and a microactuator servo loop for controlling the microactuator 16. When measuring the hysteretic response of the microactuator 16, a microactuator compensator 60 in the microactuator servo loop is disabled by opening switch 62, and a model of the microactuator 64 is disabled by opening switch 66. After disabling the microactuator compensator 60, a sinusoid 68 is injected into control signal 70, where the sinusoid 68 is of the form:

dm(t)=r sin(ωt)+φ

where r represents an amplitude and φ represents a DC offset of the sinusoid. The sinusoidal response of the microactuator ym(t) may be represented as:

ym(t)=K[dm(t)+{tilde over (H)}(dm(t))]

where K represents a gain of the microactuator, {tilde over (H)}(dm(t))=S−1H(dm(t)) represents a residue hysteretic response after static non-linear compensation 72 of the microactuator, and H(dm(t)) represents the original hysteretic response of the microactuator based on the past input history. In one embodiment, the hysteretic response of the microactuator may be estimated by computing a discrete Fourier transform (DFT) of the microactuator response Ym after injecting the above input sinusoid as:










H
~



(

)




=



Y
m

-

KD
m


K






Accordingly by injecting a sinusoid 68 into the control signal 70 and measuring the sinusoidal response of the microactuator, the hysteretic response of the microactuator may be estimated based on the above equation. In one embodiment, by varying the amplitude r (and optionally the offset φ) of the input sinusoid 68 the entire Preisach plane described above may be characterized.


In one embodiment, the Preisach plane may be symmetric meaning that the horizontal slices shown in FIG. 4A are equal in value to the vertical slices (and the hysterons of the Preisach plane have the same value). In this embodiment, the Preisach plane may be characterized by measuring the hysteretic response of the microactuator at varying amplitudes r of the input sinusoid 68, and at a fixed offset φ corresponding to the middle coordinate along the diagonal as shown in FIG. 7B. At a first amplitude r1 of the input sinusoid a first triangle area P6 of the Preisach plane may be generated as described above, where this area P6 corresponds to the h(6) slice (horizontal and vertical) of the Preisach plane. At the second amplitude r2 of the input sinusoid a second triangle area P5 of the Preisach plane may be measured as described above, where the h(5) slice corresponds to P5-P6. This process is repeated until all six slices of the Preisach plane have been generated as illustrated in FIG. 7B.


In one embodiment, the hysteretic response of the microactuator 16 may correspond to an asymmetric Preisach plane such that the horizontal and vertical slices shown in FIG. 4A may have different values. In order to characterize an asymmetric Preisach plane, in one embodiment both the amplitude r and the offset φ of the input sinusoid 68 shown in FIG. 7A are varied. An example of this embodiment is illustrated in FIGS. 8A and 8B, wherein in FIG. 8A the input sinusoid 68 has a first amplitude r1 and a first offset φ1 in order to measure the triangle area P1 of the Preisach plane. In FIG. 8B the input sinusoid 68 has a second amplitude r2 and as second offset φ2 in order to measure the triangle area P2 of the Preisach plane. The horizontal slice hh(4) of the Preisach plane may then be generated as P2-P1. A similar process may be used to measure each of the horizontal and vertical slices of the Preisach plane, and in one embodiment a similar process may be used to measure each hysteron in the Preisach plane in the event that each hysteron has a different value.


Any suitable microactuator may be employed to actuate the head over the disk, such as a piezoelectric actuator. In addition, the microactuator may actuate the head over the disk in any suitable manner, such as by actuating a suspension relative to the actuator arm, or by actuating a head gimbal assembly (HGA) that couples a slider to the suspension.


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.


In various embodiments, a disk drive may include a magnetic disk drive, an optical disk drive, etc. In addition, 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;a head;a microactuator configured to actuate the head over the disk; andcontrol circuitry configured to: generate a control signal applied to the microactuator based on an input sequence u(k);update a Preisach bit map bj based on the input sequence u(k), wherein the Preisach bit map bj corresponds to a Preisach plane modeling a hysteretic response of the microactuator;generate a current compensation value yi based on an update value generated based on:
  • 2. The data storage device as recited in claim 1, wherein the compensation value compensates for the hysteretic response of the microactuator.
  • 3. The data storage device as recited in claim 1, wherein when a previous input ui-1 is less than the current input ui, the control circuitry is further configured to generate the current compensation value yi by adding the update value to a previous compensation value yi-1.
  • 4. The data storage device as recited in claim 1, wherein when a previous input ui-1 is less than the current input ui, the control circuitry is further configured to generate the update bit map {circumflex over (b)}j based on ui-ui-1 bits of the Preisach bit map bj.
  • 5. The data storage device as recited in claim 4, wherein the ui-ui-1 bits of the Preisach bit map bj comprise high order bits of the Preisach bit map bj having a target value.
  • 6. The data storage device as recited in claim 5, wherein the ui-ui-1 bits of the Preisach bit map bj comprise the high order bits of the Preisach bit map bj having a target value of 1.
  • 7. The data storage device as recited in claim 6, wherein after generating the update value the control circuitry is further configured to clear m high order bits of the Preisach bit map bj where m represents the ui-ui-1 high order bits of the Preisach bit map bj having a target value of 1 plus the intervening 0 bits.
  • 8. The data storage device as recited in claim 1, wherein when a previous input ui-1 is greater than the current input ui, the control circuitry is further configured to generate the current compensation value yi by subtracting the update value from a previous compensation value yi-1.
  • 9. The data storage device as recited in claim 1, wherein when a previous input ui-1 is greater than the current input ui, the control circuitry is further configured to generate the update bit map {circumflex over (b)}j by inverting at least part of the Preisach bit map bj.
  • 10. A data storage device comprising: a head;a disk;a microactuator configured to actuate the head over the disk; andcontrol circuitry configured to: inject a sinusoid into a control signal applied to the microactuator and measure a sinusoidal response of the microactuator; andgenerate a Preisach plane based on at least two cycles of the measured sinusoidal response, wherein the Preisach plane models a hysteretic response of the microactuator.
  • 11. The data storage device as recited in claim 10, wherein the control circuitry is further configured to: generate a control signal applied to the microactuator based on an input sequence u(k);generate compensation values y(k) based on the input sequence u(k) and the Preisach plane; andcombine a current input ui and a current compensation value yi to generate the control signal applied to the microactuator.
  • 12. The data storage device as recited in claim 11, wherein the compensation values y(k) compensate for the hysteretic response of the microactuator.
  • 13. The data storage device as recited in claim 10, wherein the control circuitry is further configured to: adjust an offset of the sinusoid injected into the control signal applied to the microactuator; andafter adjusting the offset, generate part of the Preisach plane based on at least two cycles of the measured sinusoidal response.
  • 14. A method of operating a data storage device, the method comprising: generating a control signal applied to a microactuator based on an input sequence u(k), wherein the microactuator is configured to actuate a head over a disk;updating a Preisach bit map bj based on the input sequence u(k), wherein the Preisach bit map bj corresponds to a Preisach plane modeling a hysteretic response of the microactuator;generating a current compensation value yi based on an update value generated based on:
  • 15. The method as recited in claim 14, wherein the compensation value compensates for the hysteretic response of the microactuator.
  • 16. The method as recited in claim 14, wherein when a previous input ui-1 is less than the current input ui, the method further comprises generating the current compensation value yi by adding the update value to a previous compensation value yi-1.
  • 17. The method as recited in claim 14, wherein when a previous input ui-1 is less than the current input ui, the method further comprises generating the update bit map {circumflex over (b)}j based on ui-ui-1 bits of the Preisach bit map bj.
  • 18. The method as recited in claim 17, wherein the ui-ui-1 bits of the Preisach bit map bj comprise high order bits of the Preisach bit map bj having a target value.
  • 19. The method as recited in claim 18, wherein the ui-ui-1 bits of the Preisach bit map b1 comprise the high order bits of the Preisach bit map b1 having a target value of 1.
  • 20. The method as recited in claim 19, wherein after generating the update value the method further comprises clearing m high order bits of the Preisach bit map bj where m represents the ui-ui-1 high order bits of the Preisach bit map bj having a target value of 1 plus the intervening 0 bits.
  • 21. The method as recited in claim 14, wherein when a previous input ui-1 is greater than the current input ui, the method further comprises generating the current compensation value yi by subtracting the update value from a previous compensation value yi-1.
  • 22. The method as recited in claim 14, wherein when a previous input ui-1 is greater than the current input ui, the method further comprises generating the update bit map {circumflex over (b)}j by inverting at least part of the Preisach bit map bj.
  • 23. A method of operating a data storage device, the method comprising: actuating a head over a disk using a microactuator;injecting a sinusoid into a control signal applied to the microactuator and measure a sinusoidal response of the microactuator; andgenerating a Preisach plane based on at least two cycles the measured sinusoidal response, wherein the Preisach plane models a hysteretic response of the microactuator.
  • 24. The method as recited in claim 23, further comprising: generating a control signal applied to the microactuator based on an input sequence u(k);generating compensation values y(k) based on the input sequence u(k) and the Preisach plane; andcombining a current input ui and a current compensation value yi to generate the control signal applied to the microactuator.
  • 25. The method as recited in claim 24, wherein the compensation values y(k) compensate for the hysteretic response of the microactuator.
  • 26. The method as recited in claim 23, further comprising: adjusting an offset of the sinusoid injected into the control signal applied to the microactuator; andafter adjusting the offset, generating part of the Preisach plane based on at least two cycles the measured sinusoidal response.
US Referenced Citations (436)
Number Name Date Kind
2728222 Becker et al. Dec 1955 A
4760358 Inoue Jul 1988 A
5118982 Inoue et al. Jun 1992 A
5262643 Hammond et al. Nov 1993 A
5301558 Livingston et al. Apr 1994 A
5447051 Hanks et al. Sep 1995 A
5491682 Dohmeier et al. Feb 1996 A
5657188 Jurgenson et al. Aug 1997 A
5852524 Glover et al. Dec 1998 A
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
6088187 Takaishi Jul 2000 A
6091564 Codilian et al. Jul 2000 A
6094020 Goretzki et al. Jul 2000 A
6094973 Novotny Aug 2000 A
6101058 Morris Aug 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
6160676 Takaishi Dec 2000 A
6163434 Zhang Dec 2000 A
RE37030 Lloyd et al. Jan 2001 E
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
6211638 Heaton et al. Apr 2001 B1
6243223 Elliott et al. Jun 2001 B1
6249890 Ukani et al. Jun 2001 B1
6263251 Rutschmann Jul 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
6369971 Everett Apr 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
6493177 Ell et al. Dec 2002 B1
6496324 Golowka et al. Dec 2002 B1
6498698 Golowka et al. Dec 2002 B1
6501606 Boutaghou et al. Dec 2002 B2
6507450 Elliott Jan 2003 B1
6510752 Sacks et al. Jan 2003 B1
6534936 Messenger et al. Mar 2003 B2
6538839 Ryan Mar 2003 B1
6545835 Codilian et al. Apr 2003 B1
6546296 Hara Apr 2003 B1
6549359 Bennett et al. Apr 2003 B1
6549361 Bennett et al. Apr 2003 B1
6556028 Umanskiy et al. Apr 2003 B1
6556933 Sacks et al. Apr 2003 B1
6560056 Ryan May 2003 B1
6563665 Ell 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
6639411 Thomsen Oct 2003 B1
6690536 Ryan Feb 2004 B1
6693764 Sheh et al. Feb 2004 B1
6707633 Okuyama et al. Mar 2004 B2
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
6724563 Kobayashi et al. Apr 2004 B2
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
6741417 Hsin et al. May 2004 B2
6747837 Bennett Jun 2004 B1
6760186 Codilian et al. Jul 2004 B1
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
6831807 Koso et al. Dec 2004 B2
6847502 Codilian Jan 2005 B1
6850383 Bennett Feb 2005 B1
6850384 Bennett Feb 2005 B1
6861854 Guo et al. Mar 2005 B1
6867944 Ryan Mar 2005 B1
6870377 Thomsen Mar 2005 B2
6876508 Patton, III et al. Apr 2005 B1
6882496 Codilian et al. Apr 2005 B1
6885514 Codilian et al. Apr 2005 B1
6888694 Guo et al. May 2005 B2
6895547 Eleftheriou et al. May 2005 B2
6898039 Kobayashi et al. May 2005 B2
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
6934117 Huang et al. Aug 2005 B2
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
6956711 Hanson et al. Oct 2005 B2
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
6975123 Malang et al. Dec 2005 B1
6975477 Hu et al. Dec 2005 B1
6975480 Codilian et al. Dec 2005 B1
6977789 Cloke Dec 2005 B1
6977793 White et al. Dec 2005 B2
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
7009804 Sharma et al. Mar 2006 B2
7016134 Agarwal et al. Mar 2006 B1
7019938 Miyata et al. Mar 2006 B2
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
7062698 Yang Jun 2006 B2
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
7072134 Hirano et al. Jul 2006 B1
7072417 Burd et al. Jul 2006 B1
7075748 White et al. Jul 2006 B2
7079338 Semba et al. Jul 2006 B1
7079339 Semba et al. Jul 2006 B1
7088547 Wang et al. Aug 2006 B1
7095579 Ryan et al. Aug 2006 B1
7106552 Hirano et al. Sep 2006 B2
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
7124654 Davies et al. Oct 2006 B1
7126781 Bennett Oct 2006 B1
7136257 Zhang et al. Nov 2006 B2
7158329 Ryan Jan 2007 B1
7173790 Kobayashi et al. Feb 2007 B2
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
7218029 Murphy May 2007 B2
7224546 Orakcilar et al. May 2007 B1
7248426 Weerasooriya et al. Jul 2007 B1
7250738 Ting 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
7265936 Lee et al. Sep 2007 B1
7283321 Sun et al. Oct 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
7336434 Lille et al. Feb 2008 B2
7339761 Tu et al. Mar 2008 B1
7342740 Lee et al. Mar 2008 B1
7346832 Richardson et al. Mar 2008 B2
7365932 Bennett Apr 2008 B1
7385780 Kim et al. Jun 2008 B2
7388728 Chen et al. Jun 2008 B1
7391583 Sheh et al. Jun 2008 B1
7391584 Sheh et al. Jun 2008 B1
7392687 Huang et al. Jul 2008 B2
7395490 Richardson et al. Jul 2008 B2
7423837 Hutsell Sep 2008 B2
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
7474496 Sun et al. Jan 2009 B1
7477471 Nemshick et al. Jan 2009 B1
7480116 Bennett Jan 2009 B1
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
7538971 Sun et al. May 2009 B2
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
7576940 Lee et al. Aug 2009 B2
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
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
7657816 Cohen et al. Feb 2010 B2
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
7768276 Yao Aug 2010 B2
7800853 Guo et al. Sep 2010 B1
7800856 Bennett et al. Sep 2010 B1
7800857 Calaway et al. Sep 2010 B1
7814393 Kyung et al. Oct 2010 B2
7826170 Semba Nov 2010 B2
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
7869157 Nagashima et al. Jan 2011 B2
7876522 Calaway et al. Jan 2011 B1
7876523 Panyavoravaj et al. Jan 2011 B1
7913149 Gribok et al. Mar 2011 B2
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
7940490 Shelor May 2011 B2
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
8322235 Keopuang et al. Dec 2012 B1
8335049 Liu et al. Dec 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
8467144 Lim et al. Jun 2013 B2
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
8531792 Burd et al. Sep 2013 B1
8531798 Xi et al. Sep 2013 B1
8537486 Liang et al. Sep 2013 B2
8542455 Huang et al. Sep 2013 B2
8547657 Liu et al. Oct 2013 B1
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
8605383 Wang 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
8724254 Tang 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
8760796 Lou et al. Jun 2014 B1
8767332 Chahwan et al. Jul 2014 B1
8767343 Helmick et al. Jul 2014 B1
8767354 Ferris et al. Jul 2014 B1
8773787 Beker Jul 2014 B1
8779574 Agness et al. Jul 2014 B1
8780473 Zhao et al. Jul 2014 B1
8780477 Guo et al. Jul 2014 B1
8780479 Helmick et al. Jul 2014 B1
8780489 Gayaka et al. Jul 2014 B1
8792202 Wan et al. Jul 2014 B1
8797664 Guo et al. Aug 2014 B1
8804267 Huang et al. Aug 2014 B2
8824081 Guo et al. Sep 2014 B1
8824262 Liu et al. Sep 2014 B1
20010036034 Chang et al. Nov 2001 A1
20020096969 Murphy Jul 2002 A1
20020176201 Hsin et al. Nov 2002 A1
20030030937 Kohso et al. Feb 2003 A1
20030037298 Eleftheriou et al. Feb 2003 A1
20030065992 Yang Apr 2003 A1
20030076121 Guo et al. Apr 2003 A1
20040004781 Kobayashi et al. Jan 2004 A1
20040098659 Bjerke et al. May 2004 A1
20040228027 Zhang et al. Nov 2004 A1
20050146807 Huang et al. Jul 2005 A1
20050204253 Sukhobok et al. Sep 2005 A1
20050216821 Harada Sep 2005 A1
20050246617 Kyung et al. Nov 2005 A1
20060036925 Kyung et al. Feb 2006 A1
20060036933 Blankenship et al. Feb 2006 A1
20060171062 Hirano et al. Aug 2006 A1
20070223136 Hutsell Sep 2007 A1
20080129305 Perryman et al. Jun 2008 A1
20080165444 Zafer Jul 2008 A1
20080310046 Menegoli et al. Dec 2008 A1
20090249159 Lee et al. Oct 2009 A1
20090303839 Narayanan et al. Dec 2009 A1
20090310250 Nagashima et al. Dec 2009 A1
20100035085 Jung et al. Feb 2010 A1
20100037674 Yashchuk et al. Feb 2010 A1
20100100788 Yang et al. Apr 2010 A1
20100238588 Drouin et al. Sep 2010 A1
20110216437 Mathur et al. Sep 2011 A1
20110299197 Eguchi Dec 2011 A1
20120284493 Lou et al. Nov 2012 A1
20130120870 Zhou et al. May 2013 A1
20130148240 Ferris et al. Jun 2013 A1
20130188277 Matsuzawa Jul 2013 A1
Foreign Referenced Citations (3)
Number Date Country
20940 Feb 2007 UA
20943 Feb 2007 UA
2009128546 Oct 2009 WO
Non-Patent Literature Citations (19)
Entry
Model Order Hypothetical Verification of Discrete Preisach Plane: Theory and Atomic Force Microscope Experiment Results, Lei Miao et al, Proceedings of the 8th, World Congress on Intelligent Control and Automation, Jul. 6-9, 2010.
Hysteresis Scaling by Defined Hysteron Pattern in Preisach Model, Teerawat Monnor et al, Proceedings of the World Congress on Engineering and Computer Science 2012, vol. II, Oct. 24-26, 2012.
Clayton, G., et al., “A Review of Feedforward Control Approaches in Nanopositioning for High-Speed SPM,” Journal of Dynamic Systems, Measurement, and Control, www.asme.org., downloaded on Jan. 22, 2010, vol. 131, pp. 061101-1 to 061101-19, Oct. 28, 2009.
Conway, R., et al., “Robust Track-Following Controller Design in Hard Disk Drives Based on Parameter Dependent Lyapunov Functions,” IEEE Transactions on Magnetics, Apr. 2010, vol. 46 (4), pp. 1060-1068.
Franklin, G., et al., Digital Control Dynamic Systems, 1997, pp. 56-61.
Gao, Z. , et al., “Discrete-Time Proportional and Integral Observer and Observer-Based Controller for Systems with Both Unknown Input and Output Disturbances,” Optimal Control Applications and Methods, 2008, vol. 29 (3), pp. 171-189.
Ge, P., et al., “Tracking Control of a Piezoceramic Actuator,” IEEE Transactions on Control Systems Technology, vol. 4 (3), May 1996, pp. 209-216.
Iyer, R., et al., “Control of Hysteretic Systems Through Inverse Compensation,” IEEE Control Systems Magazine, vol. 29 (1), Feb. 2009, pp. 83-99.
Kim, Y., et al., “Servo Design for High-TPI Computer Disk Drives Using a Delayaccommodating State Estimator,” Microsystem Technologies, 2005, vol. 11 (8), pp. 696-701.
Kobayshi, M., et al., “Adaptive Control of Dual-Stage Actuator for Hard Disk Drives,” Proceeding of the 2004 American Control Conference, Boston, Massachusetts, Jun. 30-Jul. 2, 2004.
Krstic, M., et al., “Nonlinear and Adaptive Control Design,” New York: Wiley, 1995, pp. 388-393.
Leiner, B., “LDPC Codes—a brief Tutorial,” Stud. ID: 53418L, Apr. 8, 2005, pp. 1-9.
Song, G., et al., “Tracking Control of a Piezoceramic Actuator With Hysteresis Compensation Using Inverse Preisach Model,” IEEE/ASME Transactions on Mechatronics, vol. 10 (2), Apr. 2005, pp. 198-209.
Tan, X., et al., “Adaptive Identification and Control of Hysteresis in Smart Materials,” IEEE Transactions on Automatic Control, vol. 50 (6), Jun. 2005, pp. 827,839.
Tan, Y., et al., “Hysteresis Compensation of Piezoelectric Actuators in Dual-Stage Hard Disk Drives,” 8th Asian Control Conference (ASCC), May 15-18, 2011, pp. 1024-1029.
Shreekant Gayaka, et al., U.S. Appl. No. 13/363,228, filed Jan. 31, 2012, 27 pages.
Yanan Huang, et al., U.S. Appl. No. 13/720,832, filed Dec. 19, 2012, 24 pages.
Shreekant Gayaka, et al., U.S. Appl. No. 13/923,024, filed Jun. 20, 2013, 19 pages.
Alexander Babinski, et al., U.S. Appl. No. 12/606,819, filed Oct. 27, 2009, 24 pages.