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    • 3. 发明授权
    • Processing system for automated validation, estimation, and editing
    • US10886735B2
    • 2021-01-05
    • US16735316
    • 2020-01-06
    • ENEL X NORTH AMERICA, INC.
    • Elizabeth J. MainWendy Chen
    • H02J3/00G06Q10/04G06Q50/06
    • An apparatus is provided for performing validation, estimation, and editing (VEE) on interval based energy consumption streams. The apparatus includes a VEE processor and a VEE configuration engine. The VEE processor executes VEE rules on each of the interval based energy consumption streams within a specified time period to generate and store corresponding post VEE readings that are stored in a post VEE readings data stores. The post VEE readings include tagged energy consumption data sets that are each associated with a corresponding one of the interval based energy consumption streams. Each of the tagged energy consumption data sets has groups of contiguous interval values tagged as having been validated. The VEE configuration engine reads the post VEE readings upon initiation of an event and, for the each of the tagged energy consumption data sets, creates anomalies having a plurality of different durations using only the groups of contiguous interval values, and generates estimates for the anomalies by employing estimation techniques and, for each of the different durations, selects one of the estimation techniques for subsequent employment when performing VEE of subsequent energy consumption data for the corresponding one of the p interval based energy consumption streams.
    • 4. 发明授权
    • Method and apparatus for automated building energy control
    • US10700520B2
    • 2020-06-30
    • US16184420
    • 2018-11-08
    • ENEL X NORTH AMERICA, INC.
    • Elizabeth J. MainWendy Chen
    • G05B13/04H02J3/00G06Q10/06G06Q50/06G06Q10/00
    • An energy control system includes training data stores, a facility model processor, a post VEE readings data stores, a VEE configuration engine, and a global model module. The facility model processor employs interval based energy consumption streams corresponding to a facility to develop and maintain weather-normalized baseline energy consumption data for the facility. The post VEE readings data stores tagged energy consumption data sets that are each associated with a corresponding one of said interval based energy consumption streams, each of said tagged energy consumption data sets comprising groups of contiguous interval values tagged as having been validated, wherein said groups correspond to correct data. The VEE configuration engine reads the post VEE readings data stores upon initiation of an event and, for the each of the tagged energy consumption data sets, creates anomalies having different durations using only the groups of contiguous interval values, and generates estimates for the anomalies by employing estimation techniques and, for each of the different durations, selects one of the estimation techniques for subsequent employment when performing VEE of subsequent energy consumption data for the corresponding one of the interval based energy consumption streams. The global model module receives the weather-normalized baseline energy consumption data and post VEE readings data, and develops an energy consumption model based on the weather-normalized baseline energy consumption data and the post VEE readings data, and controls overall energy consumption within the facility based on the energy consumption model by scheduling run times of one or more building elements.
    • 5. 发明申请
    • AUTOMATED PROCESSOR FOR VALIDATION, ESTIMATION, AND EDITING
    • US20200153243A1
    • 2020-05-14
    • US16735269
    • 2020-01-06
    • ENEL X NORTH AMERICA, INC.
    • Elizabeth J. MainWendy Chen
    • H02J3/00G06Q50/06G06Q10/04
    • An apparatus is provided for performing validation, estimation, and editing (VEE) on interval based energy consumption streams. The apparatus includes a VEE processor and a VEE configuration engine. The VEE processor executes VEE rules on each of the interval based energy consumption streams within a specified time period to generate and store corresponding post VEE readings that are stored in a post VEE readings data stores. The post VEE readings include tagged energy consumption data sets that are each associated with a corresponding one of the interval based energy consumption streams. Each of the tagged energy consumption data sets has groups of contiguous interval values tagged as having been validated. The VEE configuration engine reads the post VEE readings upon initiation of an event and, for the each of the tagged energy consumption data sets, creates anomalies having a plurality of different durations using only the groups of contiguous interval values, and generates estimates for the anomalies by employing estimation techniques and, for each of the different durations, selects one of the estimation techniques for subsequent employment when performing VEE of subsequent energy consumption data for the corresponding one of the p interval based energy consumption streams.
    • 8. 发明授权
    • Comfort management system employing automated validation, estimation, and editing rules
    • US10951028B2
    • 2021-03-16
    • US16392975
    • 2019-04-24
    • Enel X North America, Inc.
    • Elizabeth J. MainWendy Chen
    • G05B15/02H02J3/00G06Q10/04G06Q50/06
    • A method for performing validation, estimation, and editing (VEE), including: employing HVAC subsystems to adjust comfort in a building; performing VEE on energy consumption streams; executing VEE rules on each of the streams to generate and store a corresponding post VEE readings, the post VEE readings comprising tagged energy consumption data sets each associated with a corresponding one of the streams, each of the data sets comprising first groups of contiguous interval values tagged as having been validated and second groups of contiguous interval values tagged as having been edited, the first groups of contiguous interval values corresponding to correct data; for the each of the data sets, creating anomalies having different durations using only the first groups of contiguous interval values; generating estimates for the anomalies by employing estimation techniques; for each of the durations, selecting one of the estimation techniques for subsequent employment when performing VEE of subsequent energy consumption data for the corresponding one of the streams; and executing functions on the streams translated by the generating and directing one or more of the HVAC subsystems to change state, where the comfort is adjusted in accordance with building energy consumption.