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公开(公告)号:US11268996B2
公开(公告)日:2022-03-08
申请号:US16366862
申请日:2019-03-27
发明人: Steven R. Vitullo , Youngchoon Park , Sudhi R. Sinha , Karl Reichenberger , Young M. Lee , Ada L. Ma
摘要: The present disclosure is directed to a method for performing energy analytics in a building management system. The method can include collecting respective data samples of one or more variables from building equipment during a first period of time and a second period of time. The method can include calculating a first plurality of values for one or more energy audit metrics based on the data samples collected during the first period of time and the second period of time. The method can include comparing the first plurality of values and second plurality of values. The method can include displaying, based on the comparison, at least one of the first plurality of values and/or at least one of the second plurality of values on a dashboard to facilitate adjustment of the one or move variables.
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公开(公告)号:US11226597B2
公开(公告)日:2022-01-18
申请号:US16014936
申请日:2018-06-21
发明人: Sudhi R. Sinha , Youngchoon Park , Ada L. Ma
IPC分类号: G05B21/00 , G01M1/38 , G05B13/00 , G05B15/00 , G05D23/00 , G05B13/02 , G05B13/04 , H04L12/28 , G05B15/02
摘要: A method for interacting with a building management system (BMS) using intelligent software agents. The method includes receiving a user request from a multi-input device configured to accept vocal and textual inputs, and contextualizing the user request for a space and/or place and a corresponding user. The method further includes constructing a user skill level from the user request, and activating a customized BMS optimization process, the customized BMS optimization process determined by the intelligent software agents from the user skill level, the user request, and the space and/or place.
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公开(公告)号:US11132649B2
公开(公告)日:2021-09-28
申请号:US16746453
申请日:2020-01-17
发明人: Ada L. Ma , Sudhi R. Sinha , Erik S. Paulson , Elyse R. Hobson , Youngchoon Park , Justin J. Ploegert , Sarah Just , Daniel Kass
IPC分类号: G08G1/14 , G06Q10/10 , G06Q30/06 , G06F9/451 , G06F16/28 , G06F16/248 , G06F16/25 , H04L9/32 , G07C9/37 , G06K9/00 , G07C9/00 , G05B15/02 , G05B19/042 , G05B23/02 , G06Q10/08 , G06F16/901 , G06Q10/06 , G06Q50/26
摘要: 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 detect a vehicle that enters into a parking lot, identify an individual associated with the vehicle, retrieve context information corresponding to the individual, dynamically determine a first parking space based on the context information and available parking spaces, and provide the individual with directions to the first parking space.
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公开(公告)号:US20180232423A1
公开(公告)日:2018-08-16
申请号:US15644560
申请日:2017-07-07
发明人: Youngchoon Park , Sudhi R. Sinha , Vijaya S. Chennupati , Vaidhyanathan Venkiteswaran , Erik S. Paulson , Ada L. Ma
IPC分类号: G06F17/30
CPC分类号: G06F16/2477 , G05B15/02 , G05B2219/2614 , G05B2219/2642 , G05D23/1917 , G05D23/1931 , G06F16/22 , G06F16/2322 , G06F16/9024
摘要: A building management system (BMS) includes building equipment, an eventseries generator, and a storage interface. The building equipment are configured to generate a plurality of data samples. Each of the data samples includes a data value and a timestamp. The eventseries generator is configured to assign a sample state to each data sample based on the data value of the data sample and generate one or more events based on the timestamp of each data sample and the sample state assigned to each data sample. Each of the events includes a start time, an end time, and an event state. The eventseries generator is configured to generate an eventseries including the one or more generated events. The storage interface is configured to store the eventseries in an eventseries database.
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公开(公告)号:US20220237189A1
公开(公告)日:2022-07-28
申请号:US17589279
申请日:2022-01-31
发明人: Youngchoon Park , Sudhi R. Sinha , Vijaya S. Chennupati , Vaidhyanathan Venkiteswaran , Erik S. Paulson , Ada L. Ma
IPC分类号: G06F16/2458 , G06F16/22 , G06F16/901 , G05D23/19 , G05B15/02
摘要: A building management system (BMS) includes building equipment, an eventseries generator, and a storage interface. The building equipment are configured to generate a plurality of data samples. Each of the data samples includes a data value and a timestamp. The eventseries generator is configured to assign a sample state to each data sample based on the data value of the data sample and generate one or more events based on the timestamp of each data sample and the sample state assigned to each data sample. Each of the events includes a start time, an end time, and an event state. The eventseries generator is configured to generate an eventseries including the one or more generated events. The storage interface is configured to store the eventseries in an eventseries database.
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公开(公告)号:US11113295B2
公开(公告)日:2021-09-07
申请号:US16153276
申请日:2018-10-05
发明人: Youngchoon Park , Sudhi R. Sinha , Vijaya S. Chennupati , Vaidhyanathan Venkiteswaran , Sajjad Pourmohammad , Erik S. Paulson , Ada L. Ma , Gerald A. Asp
IPC分类号: G06F7/02 , G06F16/00 , G06F16/2458 , G06F16/22 , G06F16/901 , G05D23/19 , G05B15/02 , G06F16/23
摘要: A building management system (BMS) includes building equipment configured to provide raw data samples of one or more data points in the BMS. The BMS further includes a data collector configured to collect raw data samples from the building equipment and generate one or more raw data timeseries comprising a plurality of the raw data samples. The BMS also includes a timeseries processing engine. The timeseries processing engine is configured to identify one or more timeseries processing workflows that apply to the raw data timeseries, each of the workflows comprising a predefined sequence of timeseries processing operation. The timeseries processing engine is further configured to process the raw data timeseries using the identified timeseries processing workflows to generate one or more derived data timeseries. The BMS further includes a timeseries storage interface configured to store the raw data timeseries and the derived data timeseries in a timeseries database.
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公开(公告)号:US20190042629A1
公开(公告)日:2019-02-07
申请号:US16153370
申请日:2018-10-05
发明人: Youngchoon Park , Sudhi R. Sinha , Vijaya S. Chennupati , Vaidhyanathan Venkiteswaran , Sajjad Pourmohammad , Erik S. Paulson , Ada L. Ma , Gerald A. Asp
摘要: A building management system (BMS) includes building equipment configured to provide raw data samples of data points in the BMS, a data collector configured to generate raw data timeseries including raw data samples from the building equipment, and a timeseries processing engine. The timeseries processing engine is configured to identify an initial timeseries processing workflow that applies to the raw data timeseries, identify other data timeseries required as inputs to the initial timeseries processing workflow, and generate an enriched timeseries processing workflow that includes the initial timeseries processing workflow, the raw data timeseries, and the other data timeseries. The timeseries processing engine is configured to execute the enriched timeseries processing workflow to generate a derived data timeseries. The BMS further includes a timeseries storage interface configured to store the raw data timeseries and the derived data timeseries in a timeseries database.
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公开(公告)号:US20230394052A1
公开(公告)日:2023-12-07
申请号:US18228497
申请日:2023-07-31
发明人: Youngchoon Park , Sudhi R. Sinha , Vijaya S. Chennupati , Vaidhyanathan Venkiteswaran , Sajjad Pourmohammad , Erik S. Paulson , Ada L. Ma , Gerald A. Asp
IPC分类号: G06F16/2458 , G06F16/22 , G06F16/901 , G05D23/19 , G05B15/02
CPC分类号: G06F16/2477 , G06F16/22 , G06F16/9024 , G05D23/1931 , G05B15/02 , G06F16/2322
摘要: A building management system (BMS) includes building equipment configured to provide raw data samples of one or more data points in the BMS. The BMS further includes a data collector configured to collect raw data samples from the building equipment and generate one or more raw data timeseries comprising a plurality of the raw data samples. The BMS also includes a timeseries processing engine. The timeseries processing engine is configured to identify one or more timeseries processing workflows that apply to the raw data timeseries, each of the workflows comprising a predefined sequence of timeseries processing operation. The timeseries processing engine is further configured to process the raw data timeseries using the identified timeseries processing workflows to generate one or more derived data timeseries. The BMS further includes a timeseries storage interface configured to store the raw data timeseries and the derived data timeseries in a timeseries database.
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公开(公告)号:US11080289B2
公开(公告)日:2021-08-03
申请号:US16153370
申请日:2018-10-05
发明人: Youngchoon Park , Sudhi R. Sinha , Vijaya S. Chennupati , Vaidhyanathan Venkiteswaran , Sajjad Pourmohammad , Erik S. Paulson , Ada L. Ma , Gerald A. Asp
IPC分类号: G06F16/20 , G06F16/2458 , G06F16/22 , G06F16/901 , G05D23/19 , G05B15/02 , G06F16/23
摘要: A building management system (BMS) includes building equipment configured to provide raw data samples of data points in the BMS, a data collector configured to generate raw data timeseries including raw data samples from the building equipment, and a timeseries processing engine. The timeseries processing engine is configured to identify an initial timeseries processing workflow that applies to the raw data timeseries, identify other data timeseries required as inputs to the initial timeseries processing workflow, and generate an enriched timeseries processing workflow that includes the initial timeseries processing workflow, the raw data timeseries, and the other data timeseries. The timeseries processing engine is configured to execute the enriched timeseries processing workflow to generate a derived data timeseries. The BMS further includes a timeseries storage interface configured to store the raw data timeseries and the derived data timeseries in a timeseries database.
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公开(公告)号:US20180299840A1
公开(公告)日:2018-10-18
申请号:US16014936
申请日:2018-06-21
发明人: Sudhi R. Sinha , Youngchoon Park , Ada L. Ma
摘要: A method for interacting with a building management system (BMS) using intelligent software agents. The method includes receiving a user request from a multi-input device configured to accept vocal and textual inputs, and contextualizing the user request for a space and/or place and a corresponding user. The method further includes constructing a user skill level from the user request, and activating a customized BMS optimization process, the customized BMS optimization process determined by the intelligent software agents from the user skill level, the user request, and the space and/or place.
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