Patents
US 11858543 B2: System and method for controlling operations of a train using energy management machine learning models
- Granted
- 2024-01-02
- Filed
- 2020-12-21 application 17128573
- Type
- Utility · 20 claims
- Elsewhere
- Google Patents ↗ · USPTO patent document ↗ · USPTO Patent Center record ↗
Abstract
A train control system uses artificial intelligence for maintaining synchronization between centralized and distributed train control models. A machine learning engine receives training data from a data acquisition hub, a first set of output control commands from a centralized virtual system modeling engine, and a second set of output control commands from a distributed virtual system modeling engine. The machine learning engine compares the first set of output control commands and the second set of output control commands, and trains a learning system using the training data to enable the machine learning engine to safely mitigate any difference between the first and second sets of output control commands using a learning function including at least one learning parameter.
Source: PVGPATDIS, file of 2026-04-10 (ipg240102.xml).
Assignees
| Assignee | Type | Place | Also on furp.org | Source |
|---|---|---|---|---|
| Progress Rail Services Corporation 113 patents | US company or organization | Albertville, AL | PVGPATDIS, file of 2026-04-10 |
Inventors
| Inventor | Place | Patents | Person page | Source |
|---|---|---|---|---|
| Sammy Akif | Corral City, TX | 5 | PVGPATDIS, file of 2026-04-10 | |
| John William Brand | Flower Mound, TX | 40 | PVGPATDIS, file of 2026-04-10 | |
| Evan Paul Sevel | Huntsville, AL | 5 | PVGPATDIS, file of 2026-04-10 | |
| Frederick Gary Silcox, Jr. | Grapevine, TX | 1 | PVGPATDIS, file of 2026-04-10 |
CPC categories
| Subclass | Category | First group | Source |
|---|---|---|---|
| B61L | Guiding railway traffic; ensuring the safety of railway traffic | B61L15/0058 | PVGPATDIS, file of 2026-04-10 |
| G06N | Computing arrangements based on specific computational models | G06N3/08 | 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 |
|---|---|---|---|---|---|
| 2021-04-07 | Assignment Assignment of assignor's interest | SEVEL, EVAN PAUL signed 2020-03-24 AKIF, SAMMY signed 2020-12-20 SILCOX, FREDERICK GARY, JR signed 2021-03-25 BRAND, JOHN WILLIAM signed 2021-04-05 | PROGRESS RAIL SERVICES CORPORATION ALBERTVILLE, AL | 55855/653 | 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.