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：US20230152757A1

公开(公告)日：2023-05-18

申请号：US17737873

申请日：2022-05-05

Applicant: Johnson Controls Tyco IP Holdings LLP

Inventor： Young M. Lee ,  Rajiv Ramanasankaran

IPC: G05B13/04 ,  G05B13/02 ,  G05B23/02

CPC classification number: G05B13/04 ,  G05B13/0265 ,  G05B23/0254

Abstract: Systems and methods of managing a building are disclosed. In some embodiments, a method includes receiving, by a processing circuit, an indication to execute a digital twin, the digital twin including one or more fault detection or diagnostics functions and a virtual representation of a piece of equipment, the virtual representation including one or more entities of a building and relationships between the entities of the building, executing the digital twin based on the virtual representation of the piece of building equipment to generate an indication of a fault or a diagnosis of the fault for the one or more pieces of building equipment, and storing an indication of the fault or a diagnosis of the fault, or a link to the fault or the diagnosis of the fault, in the virtual representation of the piece of equipment.

公开(公告)号：US20230076241A1

公开(公告)日：2023-03-09

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: G06K9/62 ,  G06K9/32 ,  G06K9/00

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：US20240346036A1

公开(公告)日：2024-10-17

申请号：US18419449

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: G06F16/25 ,  G06F11/07 ,  G06F16/332

CPC classification number: G06F16/258 ,  G06F11/079 ,  G06F16/3329

Abstract: A method including training, by one or more processors, a generative AI model using a plurality of first unstructured service reports corresponding to a plurality of first service requests handled by technicians for servicing building equipment. The plurality of first unstructured service reports include unstructured data not conforming to a predetermined format or conforming to a plurality of different predetermined formats. The method includes receiving, by the processors, a second service request for servicing building equipment. The method includes generating, by the processors using the generative AI model, a user interface prompting a user to provide information about a problem leading to the second service request as unstructured data not conforming to the predetermined format or conforming to the plurality of different predetermined formats. The method includes automatically initiating, by the processors, one or more actions to address the problem based on the information provided via the user interface.

公开(公告)号：US20240345551A1

公开(公告)日：2024-10-17

申请号：US18419464

申请日：2024-01-22

Applicant: Johnson Controls Tyco IP Holdings LLP

Inventor： Rajiv Ramanasankaran ,  Krishnamurthy Selvaraj

IPC: G05B13/02 ,  G06F16/248 ,  G06N3/0895

CPC classification number: G05B13/027 ,  G06F16/248 ,  G06N3/0895

Abstract: Systems and methods are disclosed relating to building management systems with language model-based data structure generation. For example, a method can include receiving a query to select, from a plurality of data sources of a building management system, a selected one or more data sources according to a characteristic indicated by the query in at least one of a natural language representation or a semantic representation. The method can further include applying the query as input to a machine learning model to cause the machine learning model to generate an output indicating the selected one or more data sources, the machine learning model configured using training data comprising sample data and metadata from the plurality of data sources. The method can further include presenting, using at least one of a display device or an audio output device, the output.

公开(公告)号：US20230315928A1

公开(公告)日：2023-10-05

申请号：US18128659

申请日：2023-03-30

Applicant: Johnson Controls Tyco IP Holdings LLP

Inventor： Justin P. Kauffman ,  Omer Sarfraz ,  Uday Chakrapani ,  Rajiv Ramanasankaran

IPC: G06F30/13 ,  G06F30/20

CPC classification number: G06F30/13 ,  G06F30/20

Abstract: A method for controlling building equipment. The method includes obtaining a device model for a physical device of building equipment installed at a building site, the device model indicating an expected performance of the physical device under design operating conditions. The method further includes obtaining operating conditions under which the physical device is operating at the building site, and generating a virtual device representing the physical device by adapting the device model to the operating conditions. The method also includes using a rating engine to generate a device rating for the virtual device, the device rating indicating an expected performance of the physical device under the operating conditions. The method also includes obtaining actual operating data indicating an actual performance of the physical device under the operating conditions, and initiating an automated action based on a comparison of the actual operating data with the device rating for the virtual device.

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：US20230195066A1

公开(公告)日：2023-06-22

申请号：US18083387

申请日：2022-12-16

Applicant: Johnson Controls Tyco IP Holdings LLP

Inventor： Rajiv Ramanasankaran ,  Michael James Risbeck

IPC: G05B19/042

CPC classification number: G05B19/042 ,  G05B2219/25011

Abstract: A building system of a building operates to select an instance of one or more entities of one or more particular entity types from a digital twin of the building for creating a policy function, the digital twin including representations of entities of the building and relationships between the entities of the building. The building system operates to perform an optimization that selects one or more inputs of inputs associated with the one or more entities for input to the policy function, selects one or more actions of actions associated with the one or more entities that are outputs of the policy function, and identifies one or more parameters for the policy function. The building system operates to deploy the policy function for the one or more entities by causing the digital twin to include the policy function.

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.