The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.

The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.

Date of Patent:
Mar. 25, 2025

Filed:

Aug. 14, 2023
Applicant:

Western Digital Technologies, Inc., San Jose, CA (US);

Inventors:

Saket Giri, San Jose, CA (US);

Anand Lallan Gupta, San Jose, CA (US);

Jonathan Lloyd, Newport Beach, CA (US);

Amit Chattopadhyay, San Jose, CA (US);

Assignee:
Primary Examiner:
Int. Cl.
CPC ...
G11B 19/04 (2006.01); G11B 5/596 (2006.01);
U.S. Cl.
CPC ...
G11B 19/048 (2013.01); G11B 5/59633 (2013.01); G11B 2220/2516 (2013.01);
Abstract

Methods are provided for managing defects in Hard Disk Drive (HDD) storage devices. In particular, only a portion of the cylinders of an HDD is tested. Machine learning modeling is used to reconstruct the data for the untested cylinders. An HDD comprises a rotating disk and a read/write head actuated above the disk surface. The disk may be formatted into concentric data tracks, with each track being divided into sectors. The tracks may be organized into zones (groups of tracks called cylinders), and the axially parallel sectors in each cylinder may be organized into wedges. In a test mode, some portion of the cylinders is chosen for testing. Each wedge in the chosen cylinders is tested and labeled defective or non-defective. The test data for each defective wedge is run through a machine learning defect management logic, and inferences are made for the defective/non-defective status of the untested wedges.


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