公开(公告)号：US20230169220A1

公开(公告)日：2023-06-01

申请号：US17537046

申请日：2021-11-29

Applicant: Johnson Controls Tyco IP Holdings LLP

Inventor： Rajiv Ramanasankaran ,  Chenlu Zhang ,  Ambuj Shatdal ,  Young Lee

IPC: G06F30/13 ,  G06N5/04 ,  G06F30/27

CPC classification number: G06F30/13 ,  G06N5/04 ,  G06F30/27

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, execute the AI agent based on the digital twin to generate an inference or a prediction, cause a graphical model of the building including graphical representations of the entities to include information based on the inference or the prediction, and cause a display device of a user device to display the graphical model.

公开(公告)号：US20230168638A1

公开(公告)日：2023-06-01

申请号：US17855609

申请日：2022-06-30

Applicant: Johnson Controls Tyco IP Holdings LLP

Inventor： Rajiv Ramanasankaran ,  Chenlu Zhang ,  Ambuj Shatdal ,  Young Lee

IPC: G05B13/02

CPC classification number: G05B13/0265

Abstract: A building system of a building operates to receive historical data values of the plurality of data points for a plurality of historical times, receive a selection of a proposed update to the building, the proposed update changing control of the building or physical characteristics of the building at a past time, a current time, or a future time, execute an artificial intelligence to generate a plurality of inference values of the plurality of data points for the plurality of historical times or a plurality of future times based on the historical data values and the proposed update, and generate user interface data causing a user device to display a graphic representation of the building with a plurality of states at the plurality of future times or the plurality of historical times.

公开(公告)号：US20230161764A1

公开(公告)日：2023-05-25

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: G06F16/2453 ,  G06F16/27 ,  G06F16/2455 ,  G06F16/21

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

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：US20230153648A1

公开(公告)日：2023-05-18

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：US20230153643A1

公开(公告)日：2023-05-18

申请号：US17529120

申请日：2021-11-17

Applicant: Johnson Controls Tyco IP Holdings LLP

Inventor： Rajiv Ramanasankaran ,  Young M. Lee

IPC: G06N5/02 ,  G06F16/901 ,  G06F16/9035 ,  G06F16/906

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

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 store a data structure of a digital twin of an entity of a building, the data structure storing information associated with at least one of the entity or entities of the building and determine that a 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. The instructions cause the one or more processors to determine an action of an 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：US20230152762A1

公开(公告)日：2023-05-18

申请号：US17987652

申请日：2022-11-15

Applicant: Johnson Controls Tyco IP Holdings LLP

Inventor： Rajiv Ramanasankaran ,  Michael J. Risbeck ,  Chenlu Zhang ,  Ambuj Shatdal

IPC: G05B15/02 ,  G06N20/00 ,  G05B23/02

CPC classification number: G05B15/02 ,  G05B23/0283 ,  G06N20/00

Abstract: A building system can operate to receive a requirement to implement an artificial intelligence (AI) service. The requirement can include an indication of a type of an entity, wherein the AI service is configured to generate an analytic for the entity of the type of the entity or a control setting for the entity of the type of the entity. The requirement can include a data element that the AI service is configured to operate on to generate the analytic or the control setting. The building system can operate to determine that the building system meets the requirement to implement the AI service responsive to a determination that a digital twin of the building system includes the entity of the entity type and the data element and implement the AI service responsive to a determination that the building system meets the requirement.