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公开(公告)号:US20220035324A1
公开(公告)日:2022-02-03
申请号:US17386253
申请日:2021-07-27
Applicant: Johnson Controls Tyco IP Holdings LLP
Inventor: Fang Du , Anas W. I. Alanqar , Michael J. Wenzel , Mohammad N. ElBsat
Abstract: A method includes operating equipment in accordance with a setpoint to affect a measurement for a space during a training period, performing a plurality of assessments of different characteristics of data for a segment of the training period, and training a system model using a set of training data. The data for the segment is included in the set of training data in response to passing the plurality of assessments or excluded from the set of training data in response to failing one or more of the plurality of assessments. The method also includes controlling the equipment using the system model.
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公开(公告)号:US20240118670A1
公开(公告)日:2024-04-11
申请号:US17955699
申请日:2022-09-29
Applicant: Johnson Controls Tyco IP Holdings LLP
Inventor: Anas W. I. Alanqar , Michael J. Wenzel , Jon Douglas , Fang Du
IPC: G05B19/042
CPC classification number: G05B19/042 , G05B2219/2614
Abstract: An control method includes obtaining measurements of a carbon dioxide (CO2) level of a zone and a temperature of the zone. The method includes determining, based on the CO2 level of the zone and the temperature of the zone, a combination if (i) control decisions for an air handling unit (AHU) and (ii) control decisions for a damper of a variable air volume (VAV) unit to satisfy both a ventilation control objective and a temperature control objective. The control decisions for the AHU include adjustments to a fresh air intake fraction of the AHU between multiple values over time, and the control decisions for the VAV unit include adjustments to a position of a damper of the VAV unit over time. The method includes operating the AHU according to the control decisions for the AHU and operate the VAV unit according to the control decisions for the VAV unit.
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公开(公告)号:US11933513B2
公开(公告)日:2024-03-19
申请号:US17390225
申请日:2021-07-30
Applicant: Johnson Controls Tyco IP Holdings LLP
Inventor: Anas W. I. Alanqar , Michael J. Wenzel , Mohammad N. Elbsat
Abstract: A method includes obtaining an optimized setpoint schedule for a time period, identifying a pre-cooling or pre-heating segment of the time period of the optimized setpoint schedule, adjusting the optimized setpoint schedule based on a characteristic of the pre-cooling or pre-heating segment to obtain an adjusted setpoint schedule, and operating the building equipment in accordance with the adjusted setpoint schedule.
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公开(公告)号:US20230350365A1
公开(公告)日:2023-11-02
申请号:US17733786
申请日:2022-04-29
Applicant: Johnson Controls Tyco IP Holdings LLP
Inventor: Michael J. Wenzel , Anas W. I. Alanqar , Matthew J. Asmus , Ryan A. Baumgartner , Ryan C. Beaty , Shawn A. Schlagenhaft , Homero L. Noboa , Steven R. Vitullo
IPC: G05B19/042 , H02J3/00
CPC classification number: G05B19/042 , H02J3/00 , G05B2219/2639
Abstract: A method includes providing a control algorithm that may include a constraint constraining production of the equipment below maximum values for a plurality of time steps, and dynamically adjusting the constraint by updating the maximum values as a function of predicted values of a dynamic variable for the plurality of time step. The dynamic variable affects an actual maximum production of the equipment. The method includes determining control decisions for the plurality of time steps by executing the control algorithm and controlling the equipment in accordance with the control decisions.
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公开(公告)号:US20230349567A1
公开(公告)日:2023-11-02
申请号:US18308418
申请日:2023-04-27
Applicant: Johnson Controls Tyco IP Holdings LLP
Inventor: Anas W. I. Alanqar , Michael J. Wenzel
CPC classification number: F24F5/0035 , H05K7/20745 , H05K7/20836 , F24F11/64 , F24F2110/22
Abstract: Systems and methods for detecting and correcting faults in direct evaporative cooling units are provided. In an exemplary embodiment, direct evaporative cooling affects a humidity and a temperature of the data center. An exemplary method includes generating expected values for the humidity of the data center and expected values for the temperature of the data center using a model. A fault condition is determined in response to the actual values for the humidity deviating from the expected values for the humidity while actual values for the temperature track the expected values for the temperature, or in response to the actual values for the temperature deviating from the expected values for the temperature while actual values for the humidity track the expected values for the humidity.
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公开(公告)号:US20220034543A1
公开(公告)日:2022-02-03
申请号:US17388776
申请日:2021-07-29
Applicant: Johnson Controls Tyco IP Holdings LLP
Inventor: Anas W. I. Alanqar , Michael J. Wenzel , Mohammad N. ELBSAT
IPC: F24F11/63 , F24F11/32 , G05B19/042 , G05B23/02
Abstract: A method for automatically adapting a predictive model used to control a heating, ventilation, or air conditioning (HVAC) system in a building to compensate for a detected fault in the HVAC system is shown. The method includes obtaining an indication of the detected fault in the HVAC system or a zone in the building. The method further includes determining a predicted impact of the detected fault on an operational performance of the HVAC system. The method further includes adjusting one or more parameters of the predictive model based on the predicted impact of the detected fault to generate a fault-adapted predictive model. The method further includes operating the HVAC system to control an environmental condition of the building using the fault-adapted predictive model.
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公开(公告)号:US12282306B2
公开(公告)日:2025-04-22
申请号:US17733786
申请日:2022-04-29
Applicant: Johnson Controls Tyco IP Holdings LLP
Inventor: Michael J. Wenzel , Anas W. I. Alanqar , Matthew J. Asmus , Ryan A Baumgartner , Ryan C. Beaty , Shawn A. Schlagenhaft , Homero L. Noboa , Steven R. Vitullo
IPC: G05B19/042 , H02J3/00
Abstract: A method includes providing a control algorithm that may include a constraint constraining production of the equipment below maximum values for a plurality of time steps, and dynamically adjusting the constraint by updating the maximum values as a function of predicted values of a dynamic variable for the plurality of time step. The dynamic variable affects an actual maximum production of the equipment. The method includes determining control decisions for the plurality of time steps by executing the control algorithm and controlling the equipment in accordance with the control decisions.
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公开(公告)号:US20230354562A1
公开(公告)日:2023-11-02
申请号:US18308422
申请日:2023-04-27
Applicant: Johnson Controls Tyco IP Holdings LLP
Inventor: Anas W. I. Alanqar , Michael J. Wenzel , Michael J. Sweeney
IPC: H05K7/20
CPC classification number: H05K7/20836 , H05K7/20827
Abstract: A method of controlling a direct evaporative cooling unit includes predicting water consumption and energy consumption of the direct evaporative cooling unit based on possible supply air temperatures of the direct evaporative cooling unit, selecting a target supply air temperature based on an optimization of an objective function, the objective function comprising the water consumption and energy consumption, and controlling the direct evaporative cooling unit in accordance with the target supply air temperature.
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公开(公告)号:US11703246B2
公开(公告)日:2023-07-18
申请号:US17388776
申请日:2021-07-29
Applicant: Johnson Controls Tyco IP Holdings LLP
Inventor: Anas W. I. Alanqar , Michael J. Wenzel , Mohammad N. Elbsat
IPC: F24F11/32 , F24F11/63 , G05B23/02 , G05B19/042
CPC classification number: F24F11/63 , F24F11/32 , G05B19/042 , G05B23/0283 , G05B2219/2614
Abstract: A method for automatically adapting a predictive model used to control a heating, ventilation, or air conditioning (HVAC) system in a building to compensate for a detected fault in the HVAC system is shown. The method includes obtaining an indication of the detected fault in the HVAC system or a zone in the building. The method further includes determining a predicted impact of the detected fault on an operational performance of the HVAC system. The method further includes adjusting one or more parameters of the predictive model based on the predicted impact of the detected fault to generate a fault-adapted predictive model. The method further includes operating the HVAC system to control an environmental condition of the building using the fault-adapted predictive model.
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