IP Library Granted Patent US 12,518,789
Granted Patent B2
US 12,518,789 · App. 18/516,481 · Granted Jan 6, 2026

Data storage device with self-learning oscillation detector

Inventor: Sandy Xianghui Xiao (San Diego, CA)
Assignee: WESTERN DIGITAL TECHNOLOGIES, INC.
G11B19/14G11B5/556G11B5/59694G11B19/042G11B21/02
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Quick Facts
Patent No.
US 12,518,789
App. No.
18/516,481
Filed
Nov 21, 2023
Granted
Jan 6, 2026
Kind
B2
Art Unit
2688
USPC
360/99.08
Abstract

Various illustrative aspects are directed to a data storage device, method, and one or more processing devices that are configured to: generate an expected oscillation spectrum associated with a band of the selected disk; detect oscillation abnormality of the selected head based on comparing an actual oscillation spectrum associated with a data sector in the band to the expected oscillation spectrum associated with the band, wherein the data sector includes data written by the selected head; and perform a remediation action in response to detecting oscillation abnormality of the selected head.

Claims (43)

1 . A data storage device, comprising:

one or more disks;

an actuator mechanism configured to position a selected head among one or more heads proximate to a corresponding disk surface of a selected disk among the one or more disks; and

one or more processing devices, individually or in combination, configured to:

generate an expected oscillation spectrum associated with a band of the selected disk;

detect oscillation abnormality of the selected head based on comparing an actual oscillation spectrum associated with a data sector in the band to the expected oscillation spectrum associated with the band, wherein the data sector includes data written by the selected head; and

perform a remediation action in response to detecting oscillation abnormality of the selected head.

2 . The data storage device of claim 1 , wherein the expected oscillation spectrum associated with the band is generated based on a baseline oscillation spectrum associated with the band and output signals of a read element of the selected head.

3 . The data storage device of claim 2 , wherein the output signals of the read element of the selected head comprise signals generated by the read element when reading data stored in one or more identified good read sectors in the band.

4 . The data storage device of claim 3 , wherein the one or more processing devices, individually or in combination, are further configured to update the expected oscillation spectrum associated with the band based on reading one or more additional good read sectors in the band.

5 . The data storage device of claim 1 , wherein:

the band is one of plural bands of the selected disk; and

the one or more processing devices, individually or in combination, are further configured to generate a respective expected oscillation spectrum for each respective one of the plural bands.

6 . The data storage device of claim 1 , wherein the detecting oscillation abnormality of the selected head comprises determining that a frequency component of the actual oscillation spectrum is greater than a corresponding frequency component of the expected oscillation spectrum by more than a threshold amount.

7 . The data storage device of claim 6 , wherein the threshold amount comprises a user-configurable value.

8 . The data storage device of claim 1 , wherein the one or more processing devices, individually or in combination, are further configured to generate the actual oscillation spectrum in response to identifying the data sector as a bad read sector.

9 . The data storage device of claim 8 , wherein identifying the data sector as a bad read sector comprises determining that a number of error recovery steps used to read the data in the data sector exceeds a threshold number.

10 . The data storage device of claim 1 , wherein:

the detecting oscillation abnormality of the selected head comprises detecting oscillation abnormality of the selected head at plural data sectors in the band; and

the remediation action includes one of adjusting a fly height of the selected head when the selected head is traveling over the band or reallocating user data from the band to another band.

11 . The data storage device of claim 1 , wherein:

the one or more processing devices, individually or in combination, are further configured to detect oscillation abnormality of the selected head based on comparing another actual oscillation spectrum associated with another data sector in another band to another expected oscillation spectrum associated with the other band; and

the remediation action includes one of performing a smear removal action on the selected head or performing a head depopulation action on the selected head.

12 . The data storage device of claim 1 , wherein:

the one or more processing devices, individually or in combination, are further configured to detect oscillation abnormality of another head based on comparing another actual oscillation spectrum associated with another data sector in another band to another expected oscillation spectrum associated with the other band; and

the remediation action includes providing an alert to a user.

13 . A method comprising:

generating an expected oscillation spectrum associated with a band of a selected disk in a disk drive;

detecting oscillation abnormality of a selected head in the disk drive based on comparing an actual oscillation spectrum associated with a data sector in the band to the expected oscillation spectrum associated with the band, wherein the data sector includes data written by the selected head; and

performing a remediation action in response to detecting oscillation abnormality of the selected head,

wherein the generating the expected oscillation spectrum, the detecting oscillation abnormality of the selected head, and the performing the remediation action are performed by one or more processing devices individually or in combination.

14 . The method of claim 13 , further comprising continuously updating the expected oscillation spectrum.

15 . The method of claim 13 , wherein the band is one of plural bands of the selected disk, and further comprising generating a respective expected oscillation spectrum for each respective one of the plural bands.

16 . The method of claim 13 , wherein the detecting oscillation abnormality of the selected head comprises determining that a frequency component of the actual oscillation spectrum is greater than a corresponding frequency component of the expected oscillation spectrum by more than a threshold amount.

17 . The method of claim 13 , wherein the generating the expected oscillation spectrum, the detecting oscillation abnormality of the selected head, and the performing the remediation action are performed in firmware as background tasks of the disk drive.

18 . The method of claim 13 , wherein the generating the expected oscillation spectrum, the detecting oscillation abnormality of the selected head, and the performing the remediation action are performed in channel hardware in the disk drive.

19 . One or more processing devices comprising, individually or in combination:

means for generating and updating an expected oscillation spectrum associated with a band of a selected disk in a disk drive;

means for detecting oscillation abnormality of a selected head in the disk drive based on comparing an actual oscillation spectrum associated with a data sector in the band to the expected oscillation spectrum associated with the band, wherein the data sector includes data written by the selected head; and

means for performing a remediation action in response to detecting oscillation abnormality of the selected head.

20 . The one or more processing devices of claim 19 , wherein:

the means for detecting oscillation abnormality of the selected head comprises means for determining that a frequency component of the actual oscillation spectrum is greater than a corresponding frequency component of the expected oscillation spectrum by more than a threshold amount; and

the remediation action includes one of: adjusting a fly height of the selected head when the selected head is traveling over the band; reallocating user data from the band to another band; performing a smear removal action on the selected head; performing a head depopulation action on the selected head; or providing an alert to a user.

Assignments (3)
PATENT COLLATERAL AGREEMENT (DDTL) Recorded Feb 22, 2024
From: WESTERN DIGITAL TECHNOLOGIES, INC.
To: JPMORGAN CHASE BANK, N.A., AS THE AGENT
Reel/Frame 066648/0206 →
PATENT COLLATERAL AGREEMENT (AR) Recorded Feb 22, 2024
From: WESTERN DIGITAL TECHNOLOGIES, INC.
To: JPMORGAN CHASE BANK, N.A., AS THE AGENT
Reel/Frame 066648/0284 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Jan 4, 2024
From: XIAO, SANDY XIANGHUI
To: WESTERN DIGITAL TECHNOLOGIES, INC.
Reel/Frame 066020/0396 →
Continuity (1)
Related Publication 20250166662A1 · May 22, 2025
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