公开(公告)号：US12013823B2

公开(公告)日：2024-06-18

申请号：US17940411

申请日：2022-09-08

Applicant: Johnson Controls Tyco IP Holdings LLP

Inventor： Santle Camilus Kulandai Samy ,  Chenlu Zhang ,  Young M. Lee

IPC: G06F16/21 ,  G06F16/901 ,  G06F30/13

CPC classification number: G06F16/211 ,  G06F16/9027 ,  G06F30/13

Abstract: A system located in a building. The system including a processing circuit configured to receive tags describing points of a piece of building equipment, the piece of building equipment connected to the system. The processing circuit configured to map the tags to classes of a schema of a graph data structure. The processing circuit configured to perform clustering to generate clusters of the points. The processing circuit configured to identify, based on the clusters, relationships in the schema of the graph data structure between the tags mapped to the classes of the schema of the graph data structure. The processing circuit configured to communicate data to a second system based at least in part on the tags mapped to the classes and the relationships.

公开(公告)号：US20240110717A1

公开(公告)日：2024-04-04

申请号：US18371220

申请日：2023-09-21

Applicant: Johnson Controls Tyco IP Holdings LLP

Inventor： Chenlu Zhang ,  Young M. Lee ,  Zhanhong Jiang

IPC: F24F11/64

CPC classification number: F24F11/64 ,  F24F2130/10

Abstract: A method for controlling building equipment includes providing an occupancy prediction for a building using an occupancy prediction model that uses both historical values and forecast values of an environmental condition as inputs. The method also includes controlling the building equipment based on the occupancy prediction.

公开(公告)号：US20230169229A1

公开(公告)日：2023-06-01

申请号：US17855607

申请日：2022-06-30

Applicant: Johnson Controls Tyco IP Holdings LLP

Inventor： Rajiv Ramanasankaran ,  Chenlu Zhang ,  Ambuj Shatdal ,  Young Lee ,  Jonathan D. Douglas

IPC: G06F30/20 ,  G06F30/12

CPC classification number: G06F30/20 ,  G06F30/12

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, execute an artificial intelligence to generate a plurality of inference values of a data point for a plurality of future times based on the historical data values, generate user interface data causing a user device to display a graphic representation of the building including a selectable element providing selections of the plurality of historical times and the plurality of future times, receive a selection from the user device via the selectable element of a future time of the plurality of future times, and cause the user device to display the graphic representation of the building with a plurality of states based on the future data values.

公开(公告)号：US20230168640A1

公开(公告)日：2023-06-01

申请号：US17855613

申请日：2022-06-30

Applicant: Johnson Controls Tyco IP Holdings LLP

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

IPC: G05B13/04 ,  G05B13/02

CPC classification number: G05B13/04 ,  G05B13/028

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. The building system operates to execute an artificial intelligence to generate a plurality of different operating scenarios for operating equipment of the building for the plurality of historical times and simulate a plurality of values of data points of the building for the plurality of historical times based on the plurality of different operating scenarios and the historical data values. The building system operates to cause a user device to display a graphic representation of the building and a selectable element of a historical time of the plurality of historical times.

公开(公告)号：US11714930B2

公开(公告)日：2023-08-01

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 ,  G06F30/27 ,  G06N5/04

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

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：US20230169224A1

公开(公告)日：2023-06-01

申请号：US17965526

申请日：2022-10-13

Applicant: Johnson Controls Tyco IP Holdings LLP

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

IPC: G06F30/13

CPC classification number: G06F30/13

Abstract: A building system of a building operates to store a digital twin of the building in the one or more storage devices, wherein a virtual indicator is related to an entity of the building by the digital twin. The building system operates to receive telemetry data for a piece of building equipment of the building for the data point, generate the virtual indicator from the telemetry data, and cause a graphic representation of the building to display the virtual indicator within the graphic representation of the building.

公开(公告)号：US20230169223A1

公开(公告)日：2023-06-01

申请号：US17855561

申请日：2022-06-30

Applicant: Johnson Controls Tyco IP Holdings LLP

Inventor： Rajiv Ramanasankaran ,  Chenlu Zhang ,  Ambuj Shatdal ,  Young Lee ,  Jonathan D. Douglas

IPC: G06F30/13 ,  G06N5/04 ,  G05B15/02

CPC classification number: G06F30/13 ,  G06N5/04 ,  G05B15/02

Abstract: A building system of a building operates to store a digital twin of the building in the one or more storage devices, wherein the digital twin further includes an artificial intelligence configured to generate a plurality of inference values of a data point for a plurality of future times, the data point related to the building by the interrelationship of the digital twin. The building system operates to generate a recommendation based on the plurality of inference values for the data point for the plurality of future times, the recommendation recommending making one or more updates to the building, and cause a graphic representation of the building to display an indication of the recommendation.

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：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.