公开(公告)号：US20240121132A1

公开(公告)日：2024-04-11

申请号：US18543290

申请日：2023-12-18

Applicant: Johnson Controls Tyco IP Holdings LLP

Inventor： Justin J. Ploegert ,  Dominick James O'Dierno ,  Brian Scott Otto ,  Rajiv Ramanasankaran

IPC: H04L12/28 ,  G05B13/02 ,  G05B13/04 ,  G05B15/02 ,  G05B17/02 ,  G05B19/042 ,  G06F9/54 ,  G06F16/21 ,  G06F16/23 ,  G06F16/2452 ,  G06F16/2457 ,  G06F16/25 ,  G06F16/27 ,  G06F16/28 ,  G06F16/901 ,  G06F21/60 ,  G06F30/13 ,  G06Q30/04 ,  G06Q50/00 ,  G06Q50/06 ,  H04L67/12 ,  H04L67/561

CPC classification number: H04L12/2827 ,  G05B13/0265 ,  G05B13/041 ,  G05B13/047 ,  G05B15/02 ,  G05B17/02 ,  G05B19/0428 ,  G06F9/542 ,  G06F9/547 ,  G06F16/212 ,  G06F16/2358 ,  G06F16/24526 ,  G06F16/24575 ,  G06F16/258 ,  G06F16/27 ,  G06F16/288 ,  G06F16/9024 ,  G06F21/60 ,  G06F30/13 ,  G06Q30/04 ,  G06Q50/00 ,  G06Q50/06 ,  H04L67/12 ,  H04L67/561 ,  G05B2219/2614 ,  G05B2219/2642

Abstract: A building system including one or more memory devices having instructions stored thereon, that, when executed by one or more processors, cause the one or more processors to receive an event from an event source, the event comprising data and a timestamp. The building system operates to identify first contextual data describing the event in a digital twin, the digital twin comprising a virtual representation of a building, enrich the event with the first contextual data, and provide the enriched event to a consuming system, the consuming system generating an output event based on the enriched event. The building system operates to identify second contextual data describing the output event in the digital twin, enrich the output event with the second contextual data, and provide the enriched output event to the consuming system or another consuming system.

公开(公告)号：US11934966B2

公开(公告)日：2024-03-19

申请号：US17529118

申请日：2021-11-17

Applicant: Johnson Controls Tyco IP Holdings LLP

Inventor： Rajiv Ramanasankaran ,  Young M. Lee

IPC: G06N5/04 ,  G06F16/901

CPC classification number: G06N5/04 ,  G06F16/9024

Abstract: A building system including one or more storage devices storing instructions thereon that, when executed by one or more processors, cause the one or more processors to receive an indication to execute an artificial intelligence (AI) agent of a digital twin, the digital twin including the AI agent and a graph data structure, the graph data structure including nodes representing entities of a building and edges between the nodes representing relationships between the entities of the building. The instructions cause the one or more processors to execute the AI agent based on data of the building to generate an inference that is a prediction of a future data value of a data point of the building for a future time and store at least one of the inference, or a link to the inference, in the graph data structure.

公开(公告)号：US11893084B2

公开(公告)日：2024-02-06

申请号：US17468175

申请日：2021-09-07

Applicant: Johnson Controls Tyco IP Holdings LLP

Inventor： Santle Camilus Kulandai Samy ,  Rajkiran Kumar Gottumukkal ,  Yohai Falik ,  Rajiv Ramanasankaran ,  Prantik Sen ,  Deepak Chembakassery Rajendran

IPC: G06K9/00 ,  G06F18/214 ,  G06V10/25 ,  G06V20/40 ,  G06V10/62 ,  G06V10/774 ,  G06T7/246

CPC classification number: G06F18/2148 ,  G06T7/246 ,  G06V10/25 ,  G06V10/62 ,  G06V10/774 ,  G06V20/41 ,  G06T2207/20081 ,  G06T2207/20084 ,  G06T2207/20132 ,  G06T2207/30168 ,  G06T2207/30196 ,  G06T2207/30232

Abstract: Disclosed herein is an object detection system, including apparatuses and methods for object detection. An implementation may include receiving a first image frame from an ROI detection model that generated a first ROI boundary around a first object detected in the first image frame and subsequently receiving a second image frame. The implementation further includes predicting, using an ROI tracking model, that the first ROI boundary will be present in the second image frame and then detecting whether the first ROI boundary is in fact present in the second image frame. The implementation includes determining that the second image frame should be added to a training dataset for the ROI detection model when detecting that the ROI detection model did not generate the first ROI boundary in the second image frame as predicted and re-training the ROI detection model using the training dataset.

公开(公告)号：US20230162580A1

公开(公告)日：2023-05-25

申请号：US17991166

申请日：2022-11-21

Applicant: Johnson Controls Tyco IP Holdings LLP

Inventor： Rajiv Ramanasankaran ,  Santle Camilus Kulandai Samy ,  Ambuj Shatdal ,  Erik S. Paulson ,  Lipphei Adam

IPC: G08B13/196 ,  G05B15/02

CPC classification number: G08B13/19645 ,  G05B15/02 ,  G08B13/19604

Abstract: A building system can operate to receive a request to generate a video tracking movement of an entity throughout the building. The building system can operate to search, based on a building graph, a database for a set of images or videos of cameras of the building that track the entity throughout the building. The building graph can include nodes indicating spaces of the building and the cameras of the building. The building graph can include building graph including edges between the nodes representing relationships between the spaces and the cameras. The building system can operate to join the set of images or videos together to create the video.

公开(公告)号：US20240086740A1

公开(公告)日：2024-03-14

申请号：US18372469

申请日：2023-09-25

Applicant: Johnson Controls Tyco IP Holdings LLP

Inventor： Rajiv Ramanasankaran ,  Young M. Lee

IPC: G06N5/025 ,  G06F16/901 ,  G06F16/9035 ,  G06F16/906 ,  G06N5/022

CPC classification number: G06N5/025 ,  G06F16/9024 ,  G06F16/9035 ,  G06F16/906 ,  G06N5/022

Abstract: A building system including one or more storage devices storing instructions thereon that, when executed cause the one or more processors to store a data structure of a digital twin of an entity of a building, execute a learning algorithm to construct a trigger rule and an action rule as an input to the learning algorithm, store the trigger rule and the action rule in the digital twin, determine that the trigger rule of the digital twin is triggered by comparing at least some of the information of the data structure against one or more conditions of the trigger rule by querying the data structure for data values and comparing the data values against the one or more conditions of the trigger rule, determine an action of the action rule of the digital twin responsive to determining that the trigger rule is triggered by executing the action rule, and cause one or more devices to operate based on the action determined by the action rule.

公开(公告)号：US11894944B2

公开(公告)日：2024-02-06

申请号：US17853352

申请日：2022-06-29

Applicant: Johnson Controls Tyco IP Holdings LLP

Inventor： Justin J. Ploegert ,  Dominick James O′Dierno ,  Brian Scott Otto ,  Rajiv Ramanasankaran

IPC: G06F9/54 ,  H04L12/28 ,  G06F30/13 ,  G06F21/60 ,  G06F16/901 ,  G05B15/02 ,  G06F16/21 ,  G06F16/28 ,  G06F16/2452 ,  G06F16/2457 ,  G06F16/25 ,  G05B17/02 ,  G06F16/23 ,  G05B13/04 ,  G05B19/042 ,  G06F16/27 ,  G05B13/02 ,  G06Q50/00 ,  G06Q50/06 ,  G06Q30/04 ,  H04L67/12 ,  H04L67/561

CPC classification number: H04L12/2827 ,  G05B13/0265 ,  G05B13/041 ,  G05B13/047 ,  G05B15/02 ,  G05B17/02 ,  G05B19/0428 ,  G06F9/542 ,  G06F9/547 ,  G06F16/212 ,  G06F16/2358 ,  G06F16/24526 ,  G06F16/24575 ,  G06F16/258 ,  G06F16/27 ,  G06F16/288 ,  G06F16/9024 ,  G06F21/60 ,  G06F30/13 ,  G06Q30/04 ,  G06Q50/00 ,  G06Q50/06 ,  H04L67/12 ,  H04L67/561 ,  G05B2219/2614 ,  G05B2219/2642

Abstract: A building system including one or more memory devices having instructions stored thereon, that, when executed by one or more processors, cause the one or more processors to receive an event from an event source, the event comprising data and a timestamp. The building system operates to identify first contextual data describing the event in a digital twin, the digital twin comprising a virtual representation of a building, enrich the event with the first contextual data, and provide the enriched event to a consuming system, the consuming system generating an output event based on the enriched event. The building system operates to identify second contextual data describing the output event in the digital twin, enrich the output event with the second contextual data, and provide the enriched output event to the consuming system or another consuming system.

公开(公告)号：US11704311B2

公开(公告)日：2023-07-18

申请号：US17534821

申请日：2021-11-24

Applicant: Johnson Controls Tyco IP Holdings LLP

Inventor： Rajiv Ramanasankaran ,  Ambuj Shatdal ,  Dominick James O'Dierno ,  Brian Scott Otto ,  Miguel Galvez ,  Trent Mark Swanson

IPC: G06F15/16 ,  G06F16/2453 ,  G06F16/21 ,  G06F16/2455 ,  G06F16/27

CPC classification number: G06F16/24532 ,  G06F16/211 ,  G06F16/24553 ,  G06F16/275

Abstract: A method including receiving, by one or more processing circuits, building data, generating, by the one or more processing circuits, a first digital twin based on the building data, wherein a first system stores the first digital twin and a second system stores a second digital twin generated based on the building data, where the first digital twin includes a relationship that forms a connection between the first digital twin and the second digital twin by linking a first entity of the first entities of the first digital twin and a second entity of the second entities of the second digital twin, and performing, by the one or more processing circuits, one or more operations based on at least one of the first digital twin, the second digital twin, or the relationship that forms the connection between the first digital twin and the second digital twin.

公开(公告)号：US20230205158A1

公开(公告)日：2023-06-29

申请号：US18085375

申请日：2022-12-20

Applicant: Johnson Controls Tyco IP Holdings LLP

Inventor： Rajiv Ramanasankaran ,  Ambuj Shatdal ,  Michael James Risbeck ,  Chenlu Zhang ,  Krishnamurthy Selvaraj

IPC: G05B19/042 ,  G06F16/901 ,  G06F16/903 ,  G06N20/00

CPC classification number: G05B19/042 ,  G06F16/9024 ,  G06F16/90335 ,  G06N20/00 ,  G05B2219/25011

Abstract: A building system can operate to receive an indication from a user device of a user to query a digital twin of one or more buildings, the digital twin including entities including buildings, equipment, spaces, or data of the one or more buildings, the equipment, or the spaces, the digital twin including relationships between the entities. The building system can operate to receive building data from the digital twin by querying the digital twin based on the indication received from the user device. The building system can operate to generate an analytics model based on the building data, wherein the analytics model is trained based on the building data and deploy the analytics model to operate based on data of the one or more buildings and generate one or more analytic results based on the data of the one or more buildings.

公开(公告)号：US20240345554A1

公开(公告)日：2024-10-17

申请号：US18419456

申请日：2024-01-22

Applicant: Johnson Controls Tyco IP Holdings LLP

Inventor： Julie J. Brown ,  Young M. Lee ,  Rajiv Ramanasankaran ,  Sastry KM Malladi ,  Michael Tenbrock ,  Levent Tinaz ,  Samuel A. Girard ,  David S. Elario ,  Juliet A. Pagliaro Herman ,  Miguel Galvez ,  Trent M. Swanson ,  John F. Kuchler ,  Deepak Budhiraja ,  Daniela M. Natali ,  Josip Lazarevski ,  Scott Deering ,  Gary W. Gavin ,  Kristen Sheppard-Guzelaydin ,  James Young ,  Prashanthi Sudhakar ,  Kaleb Luedtke ,  Karl F. Reichenberger ,  Wenwen Zhao ,  Adam R. Grabowski ,  Lauren C. Dern ,  Nicole A. Madison ,  Dana S. Petersen ,  Nevin L. Forry ,  Pedriant Pena ,  Ghassan R. Hamoudeh ,  Ryan G. Danielson

IPC: G05B15/02

CPC classification number: G05B15/02

Abstract: A method including training, by one or more processors, a generative AI model using first operating data from building equipment and a plurality of first service reports indicating a plurality of first problems associated with the building equipment. The method may include predicting, by the one or more processors using the generative AI model, one or more future problems likely to occur with the building equipment based on second operating data from the building equipment. The method may include automatically initiating, by the one or more processors, one or more actions to prevent the one or more future problems from occurring or mitigate an effect of the one or more future problems.

公开(公告)号：US20230358429A1

公开(公告)日：2023-11-09

申请号：US17737427

申请日：2022-05-05

Applicant: Johnson Controls Tyco IP Holdings LLP

Inventor： Rajiv Ramanasankaran ,  Ambuj Shatdal ,  Michael James Risbeck ,  Young Lee

IPC: F24F11/63 ,  G05B19/042 ,  G06F11/30 ,  G06F11/34

CPC classification number: F24F11/63 ,  G05B19/042 ,  G06F11/3006 ,  G06F11/3409 ,  G05B2219/2614

Abstract: A building system including one or more memory devices storing instructions that, when executed by one or more processors, cause the one or more processors to store a plurality of digital twins, the plurality of digital twins comprising a virtual representation of a building, determine, based on the virtual representation of the building, that an operation of the first piece of building equipment is detectable by the second piece of building equipment. The instructions cause the one or more processors to execute a diagnostics routine comprising causing, by the first digital twin, the first piece of building equipment to perform the operation and receiving, by the second digital twin, one or more detections of the operation by the second piece of building equipment and generate a diagnostics report for the first piece of building equipment and the second piece of building equipment based on a result of the diagnostics routine.