Patents
US 12716804 B2: Generative adversarial networks for structural damage diagnostics
- Granted
- 2026-08-25
- Filed
- 2023-04-18 application 18302393
- Type
- Utility · 18 claims
- Elsewhere
- Google Patents ↗ · USPTO patent document ↗ · USPTO Patent Center record ↗
Abstract
Described herein relates to a system and method utilizing a novel Wasserstein Deep Convolutional GAN with Gradient Penalty (“WDCGAN-GP”) and Cycle-Consistent Wasserstein Deep Convolutional Generative Adversarial Networks with Gradient Penalty (“CycleWDCGAN-GP) for automatically diagnosing a condition of at least one structure during the life cycle of the at least one structure. In an embodiment, by using WDCGAN-GP and/or CycleWDCGAN-GP architecture, at least one synthetic dataset may be used to support and/or train at least one dataset of Deep-Learning (“DL”) architecture, increasing accuracy and/or efficiency of the structure health monitoring system. Additionally, in an embodiment, the structural health monitoring system may be configured to diagnosis at least one condition of at least one alternative structure based on the at least one trained dataset of the at least one structure.
Source: PTBLXML, file of 2026-08-25 (ipgb20260825.xml).
Assignees
| Assignee | Type | Place | Also on furp.org | Source |
|---|---|---|---|---|
| University of Central Florida Research Foundation, Inc. 971 patents | US company or organization | Orlando, FL | UNIVERSITY OF CENTRAL FLORIDA RESEARCH FOUNDATION, INC. State business registration EXACT high confidence: identical full name and state UNIVERSITY OF CENTRAL FLORIDA RESEARCH FOUNDATION INC Nonprofit EXACT high confidence: identical full name and state | PTBLXML, file of 2026-08-25 |
| Iowa State University Research Foundation, Inc. 581 patents | US company or organization | Ames, IA | PTBLXML, file of 2026-08-25 |
Inventors
| Inventor | Place | Patents | Person page | Source |
|---|---|---|---|---|
| Furkan Luleci | Orlando, FL | PTBLXML, file of 2026-08-25 | ||
| F. Necati Catbas | Orlando, FL | PTBLXML, file of 2026-08-25 | ||
| Onur Avci | Morgantown, WV | PTBLXML, file of 2026-08-25 |
CPC categories
| Subclass | Category | First group | Source |
|---|---|---|---|
| G01M | Testing static or dynamic balance of machines or structures; testing of structures or apparatus, not otherwise provided for | G01M7/00 | PTBLXML, file of 2026-08-25 |
| G06N | Computing arrangements based on specific computational models | G06N3/094 | PTBLXML, file of 2026-08-25 |
Cooperative Patent Classification, as currently assigned (one row per subclass).
Assignments and security interests
No recorded assignments or security interests on file for this patent.
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.