IP Library › Granted Patent US 12,432,277
Granted Patent B2
US 12,432,277 · App. 18/218,416 · Granted Sep 30, 2025

Systems and methods of configuring a building management system

Inventors: Terrill R. Laughton (Lake Forest, IL); Vineet Binodshanker Sinha (Brookfield, WI); Mike Sheffer (Milwaukee, WI); Todd A. Dishman (Milwaukee, WI); Karl F. Reichenberger (Mequon, WI)
Assignee: TYCO FIRE & SECURITY GMBH
H04L67/12G05B15/02G05B17/02G06F3/04815G06F16/219G06F16/285G06F16/9024G06F16/9038G06F18/213G06F18/214G06F18/23G06F30/13G06N3/08G06N20/00G16Y30/00G16Y40/20G16Y40/35
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Quick Facts
Patent No.
US 12,432,277
App. No.
18/218,416
Granted
Sep 30, 2025
Kind
B2
Abstract

A system for commissioning a model, comprising one or more processing circuits configured to identify a first plurality of data points in the building, automatically tag at least a portion of the first plurality of data points with one or more first tags using context data extracted from and/or associated with the data points, the one or more entities comprising one or more of building equipment, building spaces, people, or events, identify at least one of the first plurality of data points for manual review and generate one or more suggested tags for the at least one data point, receive feedback from the manual review, and receive a second plurality of data points in the building and automatically tag at least a portion of the second plurality of data points with one or more second tags using the feedback from the manual review.

Claims (46)

1. A system, comprising:

one or more processors and one or more memories, the one or more memories having instructions stored thereon that, when executed by the one or more processors, cause the one or more processors to:

identify a first plurality of data points associated with a building, at least a portion of the first plurality of data points associated with one or more first tags generated based on context data associated with the first plurality of data points;

receive feedback from a manual review of at least one data point of the first plurality of data points, the at least one data point satisfying a manual review condition; and

generate one or more second tags for a second plurality of data points based on the feedback from the manual review.

2. The system of claim 1 , wherein the instructions further cause the one or more processors to generate the one or more first tags for at least the portion of the first plurality of data points.

3. The system of claim 2 , wherein the instructions further cause the one or more processors to generate the one or more first tags by performing operations comprising executing a machine learning model trained using historical information on the context data.

4. The system of claim 1 , wherein the instructions further cause the one or more processors to:

determine that the at least one data point of the first plurality of data points satisfies the manual review condition; and

generate one or more suggested tags for the at least one data point of the first plurality of data points.

5. The system of claim 4 , wherein the instructions further cause the one or more processors to:

generate a confidence metric indicating a likelihood that a suggested tag of the one or more suggested tags is valid; and

provide the confidence metric with the suggested tag for the manual review.

6. The system of claim 5 , wherein the instructions further cause the one or more processors to compare the confidence metric to a threshold and assign the suggested tag to at least one data point of the first plurality of data points based on the comparison.

7. The system of claim 1 , wherein the instructions further cause the one or more processors to perform signal analysis on operational data associated with a first data point of the first plurality of data points to determine a validity of a tag of the one or more first tags associated with the first data point.

8. The system of claim 1 , wherein the feedback includes a manual adjustment of information associated with the at least one data point.

9. The system of claim 1 , wherein the instructions further cause the one or more processors to:

identify an anomaly associated with a first data point of at least one of the first plurality of data points or the second plurality of data points; and

determine a cause of the anomaly, the cause comprising at least one of an incorrect tag, a device fault, an unexpected configuration, or a change in at least one of a space of the building or a use of the space.

10. The system of claim 9 , wherein the instructions further cause the one or more processors to at least one of (i) automatically update the incorrect tag or (ii) automatically update a device configuration of a device associated with the first data point to address the anomaly.

11. A method, comprising:

identifying, by one or more processors coupled to non-transitory memory, a first plurality of data points associated with a building, at least a portion of the first plurality of data points associated with one or more first tags generated based on context data associated with the first plurality of data points;

receiving, by the one or more processors, feedback from a manual review of at least one data point of the first plurality of data points, the at least one data point satisfying a manual review condition; and

generating, by the one or more processors, one or more second tags for a second plurality of data points based on the feedback from the manual review.

12. The method of claim 11 , further comprising generating, by the one or more processors, the one or more first tags for at least the portion of the first plurality of data points.

13. The method of claim 12 , wherein generating the one or more first tags comprises executing a machine learning model trained using historical information on the context data.

14. The method of claim 11 , further comprising:

determining, by the one or more processors, that the at least one data point of the first plurality of data points satisfies the manual review condition; and

generating, by the one or more processors, one or more suggested tags for the at least one data point of the first plurality of data points.

15. The method of claim 14 , further comprising:

generating, by the one or more processors, a confidence metric indicating a likelihood that a suggested tag of the one or more suggested tags is valid; and

providing, by the one or more processors, the confidence metric with the suggested tag for the manual review.

16. The method of claim 15 , further comprising:

comparing, by the one or more processors, the confidence metric to a threshold; and

assigning, by the one or more processors, the suggested tag to at least one data point of the first plurality of data points based on the comparison.

17. The method of claim 11 , further comprising performing, by the one or more processors, signal analysis on operational data associated with a first data point of the first plurality of data points to determine a validity of a tag of the one or more first tags associated with the first data point.

18. The method of claim 11 , further comprising:

identifying, by the one or more processors, an anomaly associated with a first data point of at least one of the first plurality of data points or the second plurality of data points; and

determining, by the one or more processors, a cause of the anomaly, the cause comprising at least one of an incorrect tag, a device fault, an unexpected configuration, or a change in at least one of a space of the building or a use of the space.

19. The method of claim 18 , further comprising at least one of:

(i) automatically updating, by the one or more processors, the incorrect tag; or

(ii) automatically updating, by the one or more processors, a device configuration of a device associated with the first data point to address the anomaly.

20. A non-transitory computer-readable medium with instructions embodied thereon that, when executed by one or more processors, cause the one or more processors to perform operations comprising:

identifying a first plurality of data points associated with a building, at least a portion of the first plurality of data points associated with one or more first tags generated based on context data associated with the first plurality of data points;

receiving feedback from a manual review of at least one data point of the first plurality of data points, the at least one data point satisfying a manual review condition; and

generating one or more second tags for a second plurality of data points based on the feedback from the manual review.

Assignments (3)
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Apr 9, 2024
From: JOHNSON CONTROLS TYCO IP HOLDINGS LLP
To: TYCO FIRE & SECURITY GMBH
Reel/Frame 067056/0552 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Jul 5, 2023
From: LAUGHTON, TERRILL R.; SINHA, VINEET BINODSHANKER; SHEFFER, MIKE; DISHMAN, TODD A.; REICHENBERGER, KARL F.
To: JOHNSON CONTROLS TECHNOLOGY COMPANY
Reel/Frame 064157/0052 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Jul 5, 2023
From: JOHNSON CONTROLS TECHNOLOGY COMPANY
To: JOHNSON CONTROLS TYCO IP HOLDINGS LLP
Reel/Frame 064157/0084 →
Continuity (4)
Continuation 17688048 · Mar 7, 2022
Continuation 17324966 · May 19, 2021
Provisional Application 63108137 · Oct 30, 2020
Related Publication 20230353637A1 · Nov 2, 2023
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