Patents
US 11523004 B2: Part replacement predictions using convolutional neural networks
- Granted
- 2022-12-06
- Filed
- 2018-09-21 application 17256380
- Type
- Utility · 15 claims
- Elsewhere
- Google Patents ↗ · USPTO patent document ↗ · USPTO Patent Center record ↗
Abstract
An example of an apparatus including a communication interface to receive an image file is provided. The image file represents a scanned image of a output generated by a printing device. The apparatus further includes an identification engine to process the image file with a convolutional neural network model to identify a feature. The feature may be indicative of a potential failure. The apparatus also includes an image analysis engine to indicate a life expectancy of a part associated with the potential failure based on the feature. The image analysis engine uses the convolutional neural network model to determine life expectancy.
Source: PVGPATDIS, file of 2026-04-10 (ipg221206.xml).
Assignees
| Assignee | Type | Place | Also on furp.org | Source |
|---|---|---|---|---|
| Hewlett-Packard Development Company, L.P. 14,064 patents | US company or organization | Spring, TX | HEWLETT-PACKARD DEVELOPMENT COMPANY, L.P. State business registration EXACT high confidence: identical full name and state | PVGPATDIS, file of 2026-04-10 |
| Rochester Institute of Technology 110 patents | US company or organization | Rochester, NY | Rochester Institute of Technology College or university EXACT high confidence: identical full name and state ROCHESTER INSTITUTE OF TECHNOLOGY Nonprofit EXACT high confidence: identical full name and state | PVGPATDIS, file of 2026-04-10 |
Inventors
| Inventor | Place | Patents | Person page | Source |
|---|---|---|---|---|
| Darrel Cherry | Boise, ID | 2 | PVGPATDIS, file of 2026-04-10 | |
| Renee J. Jessome | Boise, ID | 3 | PVGPATDIS, file of 2026-04-10 | |
| Richard E. Maggard | Boise, ID | 5 | PVGPATDIS, file of 2026-04-10 | |
| Daniel Siddall | Boise, ID | 1 | PVGPATDIS, file of 2026-04-10 | |
| Yeshwanth Raja | Rochester, NY | 1 | PVGPATDIS, file of 2026-04-10 | |
| Eli Saber | Rochester, NY | 5 | PVGPATDIS, file of 2026-04-10 |
CPC categories
| Subclass | Category | First group | Source |
|---|---|---|---|
| G06F | Electric digital data processing | G06F11/0733 | PVGPATDIS, file of 2026-04-10 |
| G06V | Image or video recognition or understanding | G06V10/10 | PVGPATDIS, file of 2026-04-10 |
| H04N | Pictorial communication, e.g. television | H04N1/00015 | PVGPATDIS, file of 2026-04-10 |
Cooperative Patent Classification, as currently assigned (one row per subclass).
Assignments and security interests
| Recorded | What | From | To | Reel/frame | Source |
|---|---|---|---|---|---|
| 2020-12-28 | Assignment Assignment of assignor's interest | MAGGARD, RICHARD E. signed 2018-08-13 CHERRY, DARREL D. signed 2018-08-14 JESSOME, RENEE J. signed 2018-08-14 SIDDALL, DANIEL signed 2018-08-14 | HEWLETT-PACKARD DEVELOPMENT COMPANY, L.P. SPRING, TX | 54754/539 | ECORSEXC, file of 2026-09-25 |
| 2020-12-28 | Assignment Assignment of assignor's interest | RAJA, YESHWANTH signed 2018-10-12 SABER, ELI signed 2018-10-23 | ROCHESTER INSTITUTE OF TECHNOLOGY ROCHESTER, NY | 54754/515 | ECORSEXC, file of 2026-09-25 |
Documents recorded with the USPTO Assignment Recordation Branch that list this patent. A security interest is a lender’s claim on the patent as collateral; a release ends it.
USPTO bulk data: PatentsView granted patents, disambiguated (PVGPATDIS) for patents, assignees, inventors, places and CPC categories; the USPTO Patent Assignment Dataset (ECORSEXC) for assignments and security interests. Patents filed in the last 20 years. No claims or full text. Links to other records are by name (and state): EXACT means the identical full name and state; FUZZY means a looser name match, with the confidence shown.