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公开(公告)号:US20200380387A1
公开(公告)日:2020-12-03
申请号:US16427806
申请日:2019-05-31
Applicant: Johnson Controls Technology Company
Inventor: Sajjad Pourmohammad , Kelsey Carle Schuster , Christopher J. Verink
Abstract: One embodiment of the present disclosure is a system for predicting performance of building equipment. The system comprises one or more sensors in communication with the building equipment, and the sensors are operable to detect characteristics from the building equipment. The system further comprises a computing device in communication with the sensors and in the same geographic location as the sensors. The computing device comprises one or more memory devices configured to store instructions that, when executed on one or more processors, cause the one or more processors to receive data from the sensors, the data based on the detected characteristics. The one or more processors also generate, based on a machine learning model and the data, a predicted performance of the building equipment when the machine learning model comprises a prior data substantially similar to the data.
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公开(公告)号:US20200234251A1
公开(公告)日:2020-07-23
申请号:US16746517
申请日:2020-01-17
Applicant: Johnson Controls Technology Company
Inventor: Ada L. Ma , Sudhi R. Sinha , Erik S. Paulson , Elyse R. Hobson , Youngchoon Park , Justin J. Ploegert , Sarah Just , Kelsey Carle Schuster
Abstract: One or more non-transitory computer-readable storage media having instructions stored thereon that, when executed by one or more processors, cause the one or more processors to receive a request to hold a meeting in a building, retrieve user preferences associated with an attendee of the meeting, dynamically determine meeting parameters associated with the meeting based on the request and the user preferences, identify one or more meeting parameters that deviate from the request or the user preferences, and transmit a notification indicating the identified one or more meeting parameters.
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13.
公开(公告)号:US11994833B2
公开(公告)日:2024-05-28
申请号:US16533499
申请日:2019-08-06
Applicant: Johnson Controls Technology Company
Inventor: Youngchoon Park , Sudhi R. Sinha , Vaidhyanathan Venkiteswaran , Erik S. Paulson , Vijaya S. Chennupati , Kelsey Carle Schuster
CPC classification number: G05B15/02 , G06F16/288 , G06N5/043 , H04L12/2827 , H04L2012/285
Abstract: A building management system includes one or more memory devices configured to store instructions thereon, that, when executed by one or more processors, cause the one or more processors to receive a publication by an agent on an agent communication channel, the publication comprising timeseries data, identify, based on the publication, an object entity of an entity database associated with the agent, wherein the entity database includes one or more object entities and relationships between the one or more object entities and one or more data entities, identify a data entity related to the object entity based on a relationship of the relationships relating the object entity and the data entity, and ingest the timeseries data into the data entity.
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14.
公开(公告)号:US11960257B2
公开(公告)日:2024-04-16
申请号:US16533499
申请日:2019-08-06
Applicant: Johnson Controls Technology Company
Inventor: Youngchoon Park , Sudhi R. Sinha , Vaidhyanathan Venkiteswaran , Erik S. Paulson , Vijaya S. Chennupati , Kelsey Carle Schuster
CPC classification number: G05B15/02 , G06F16/288 , G06N5/043 , H04L12/2827 , H04L2012/285
Abstract: A building management system includes one or more memory devices configured to store instructions thereon, that, when executed by one or more processors, cause the one or more processors to receive a publication by an agent on an agent communication channel, the publication comprising timeseries data, identify, based on the publication, an object entity of an entity database associated with the agent, wherein the entity database includes one or more object entities and relationships between the one or more object entities and one or more data entities, identify a data entity related to the object entity based on a relationship of the relationships relating the object entity and the data entity, and ingest the timeseries data into the data entity.
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公开(公告)号:US20220282881A1
公开(公告)日:2022-09-08
申请号:US17700188
申请日:2022-03-21
Applicant: Johnson Controls Technology Company
Abstract: A system for a building management system simulation includes one or more processors and memory. The memory includes instructions stored thereon, that when executed by the one or more processors, cause the one or more processors to generate a space agent representing a space in a building, the space agent to maintain an environmental condition of the space based on an optimization state of the space, generate an equipment agent representing a device that serves the space, and register the space agent and the equipment agent to a space communication channel associated with the space. The space agent communicates with the equipment agent over the space communication channel.
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公开(公告)号:US20220090805A1
公开(公告)日:2022-03-24
申请号:US17028704
申请日:2020-09-22
Applicant: Johnson Controls Technology Company
Inventor: Steven R. Vitullo , Kelsey Carle Schuster , Michael Richard Rhodes , Jonathan Cox
Abstract: A method for determining a stability of a building device includes receiving time series data from building equipment regarding a first operational parameter of the building equipment, determining, for one or more time steps of the time series data, a deviation between a setpoint and a recorded value of the first operational parameter, calculating, for the one or more time steps, a trapezoidal area based on an absolute value of the deviation and a length of a time step, calculating a stability index value for the building equipment by summing the trapezoidal areas for a subset of the one or more time steps over a time horizon, and initiating an automated response based on the stability index value.
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公开(公告)号:US11280509B2
公开(公告)日:2022-03-22
申请号:US16036685
申请日:2018-07-16
Applicant: Johnson Controls Technology Company
IPC: G06F15/177 , F24F11/46 , G05B13/04 , H04L67/562 , F24F11/54 , F24F11/56 , F24F11/65 , F24F11/52 , G05B15/02
Abstract: A system for a building management system simulation includes one or more processors and memory. The memory includes instructions stored thereon, that when executed by the one or more processors, cause the one or more processors to generate a space agent representing a space in a building, the space agent to maintain an environmental condition of the space based on an optimization state of the space, generate an equipment agent representing a device that serves the space, and register the space agent and the equipment agent to a space communication channel associated with the space. The space agent communicates with the equipment agent over the space communication channel.
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公开(公告)号:US11070389B2
公开(公告)日:2021-07-20
申请号:US15993331
申请日:2018-05-30
Applicant: Johnson Controls Technology Company
Inventor: Kelsey Carle Schuster , Youngchoon Park , Sudhi R. Sinha
Abstract: A method performed by a Building Management System (BMS) includes receiving a vibration dataset associated with a machine controlled by the BMS. The vibration dataset includes machine metadata, machine operating conditions, and one or more time waveforms. The method further includes assembling a feature vector comprising one or more features of the vibration dataset for input to a machine learning model. The machine learning model is associated with a component of the machine. The method further includes applying the feature vector to the machine learning model in order to generate a condition score for the component. The method further includes scheduling a maintenance event for the machine or changing a setpoint associated with the machine depending on the condition score.
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公开(公告)号:US20190123931A1
公开(公告)日:2019-04-25
申请号:US15993331
申请日:2018-05-30
Applicant: Johnson Controls Technology Company
Inventor: Kelsey Carle Schuster , Youngchoon Park , Sudhi R. Sinha
Abstract: A method performed by a Building Management System (BMS) includes receiving a vibration dataset associated with a machine controlled by the BMS. The vibration dataset includes machine metadata, machine operating conditions, and one or more time waveforms. The method further includes assembling a feature vector comprising one or more features of the vibration dataset for input to a machine learning model. The machine learning model is associated with a component of the machine. The method further includes applying the feature vector to the machine learning model in order to generate a condition score for the component. The method further includes scheduling a maintenance event for the machine or changing a setpoint associated with the machine depending on the condition score.
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公开(公告)号:US20190017719A1
公开(公告)日:2019-01-17
申请号:US16036685
申请日:2018-07-16
Applicant: Johnson Controls Technology Company
Abstract: A system for a building management system simulation includes one or more processors and memory. The memory includes instructions stored thereon, that when executed by the one or more processors, cause the one or more processors to generate a space agent representing a space in a building, the space agent to maintain an environmental condition of the space based on an optimization state of the space, generate an equipment agent representing a device that serves the space, and register the space agent and the equipment agent to a space communication channel associated with the space. The space agent communicates with the equipment agent over the space communication channel.
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