Cloud based building energy optimization system with a dynamically trained load prediction model

    公开(公告)号:US11163271B2

    公开(公告)日:2021-11-02

    申请号:US16115282

    申请日:2018-08-28

    Abstract: A building energy system includes an energy storage system (ESS) configured to store energy received from an energy source and provide the stored energy to one or more pieces of building equipment. The system includes a local building system configured to collect building data and communicate the building data to a cloud platform and the cloud platform configured to receive the building data from the local building system via the network, determine whether to retrain a trained load prediction model based on at least some of the building data, retrain the trained load prediction model based on at least some of the building data in response to a determination to retrain the trained load prediction model, determine a load prediction for the building based on the retrained load prediction model, and cause the local building system to operate.

    BUILDING ENERGY OPTIMIZATION SYSTEM WITH A DYNAMICALLY TRAINED LOAD PREDICTION MODEL

    公开(公告)号:US20200076196A1

    公开(公告)日:2020-03-05

    申请号:US16115120

    申请日:2018-08-28

    Abstract: A building energy system for a building includes an energy storage system (ESS) configured to store energy received from an energy source and provide the stored energy to one or more pieces of building equipment to operate the one or more pieces of building equipment. The system includes a processing circuit configured to collect building data, determine whether to retrain a trained load prediction model based on at least some of the building data, retrain the trained load prediction model based on the building data in response to a determination to retrain the trained load prediction model, determine a load prediction for the building based on the retrained load prediction model, and operate the ESS to store the energy received from the energy source or provide the stored energy to the one or more pieces of building equipment to operate the one or more pieces of building equipment.

    CLOUD BASED BUILDING ENERGY OPTIMIZATION SYSTEM WITH A DYNAMICALLY TRAINED LOAD PREDICTION MODEL

    公开(公告)号:US20200073342A1

    公开(公告)日:2020-03-05

    申请号:US16115282

    申请日:2018-08-28

    Abstract: A building energy system includes an energy storage system (ESS) configured to store energy received from an energy source and provide the stored energy to one or more pieces of building equipment. The system includes a local building system configured to collect building data and communicate the building data to a cloud platform and the cloud platform configured to receive the building data from the local building system via the network, determine whether to retrain a trained load prediction model based on at least some of the building data, retrain the trained load prediction model based on at least some of the building data in response to a determination to retrain the trained load prediction model, determine a load prediction for the building based on the retrained load prediction model, and cause the local building system to operate.

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