DEMAND RESPONSE AGGREGATION OPTIMIZATION
First Claim
1. A method comprising:
- determining demand flexibility uncertainty for a plurality of sites based on historical data pertaining to demand flexibility of the plurality of sites;
clustering the plurality of sites into one or more groups based on the demand flexibility uncertainty;
solving one or more group-specific formulations for group-specific parameters that result in a specific profitability outcome, the one or more group-specific formulations being associated with the one or more groups;
predicting a demand response (DR) event profitability based on the group-specific parameters; and
determining one or more system parameters that result in a profitable DR event based on the group-specific parameters.
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Abstract
An example embodiment includes a method of predicting demand response event profitability. The method includes determining demand flexibility uncertainty for multiple sites based on historical data pertaining to demand flexibilities of the sites. The method also includes clustering the plurality of sites into one or more groups based on the demand flexibility uncertainty. The method also includes solving one or more group-specific formulations for group-specific parameters that result in a specific profitability outcome. The one or more group-specific formulations are associated with the one or more groups. The method also includes predicting a demand response (DR) event profitability based on the group-specific parameters. The method further includes determining one or more system parameters that result in a profitable DR event based on the group-specific parameters.
7 Citations
23 Claims
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1. A method comprising:
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determining demand flexibility uncertainty for a plurality of sites based on historical data pertaining to demand flexibility of the plurality of sites; clustering the plurality of sites into one or more groups based on the demand flexibility uncertainty; solving one or more group-specific formulations for group-specific parameters that result in a specific profitability outcome, the one or more group-specific formulations being associated with the one or more groups; predicting a demand response (DR) event profitability based on the group-specific parameters; and determining one or more system parameters that result in a profitable DR event based on the group-specific parameters. - View Dependent Claims (2, 3, 4, 5, 6, 7, 8, 9, 10)
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11. A non-transitory computer-readable medium having encoded therein programming code executable by a processor to perform operations comprising:
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determining demand flexibility uncertainty for a plurality of sites based on historical data pertaining to demand flexibility of the plurality of sites; clustering the plurality of sites into one or more groups based on the demand flexibility uncertainty; solving one or more group-specific formulations for group-specific parameters that result in a specific profitability outcome, the one or more group-specific formulations being associated with the one or more groups; predicting a demand response (DR) event profitability based on the group-specific parameters; and determining one or more system parameters that result in a profitable DR event based on the group-specific parameters. - View Dependent Claims (12, 13, 14, 15, 16, 17, 18, 19, 20)
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21. A system, comprising:
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a processor; and a non-transitory computer-readable medium communicatively coupled to the processor and having encoded therein programming code executable by the processor to perform operations comprising; determining demand flexibility uncertainty for a plurality of sites based on historical data pertaining to demand flexibility of the plurality of sites; clustering the plurality of sites into one or more groups based on the demand flexibility uncertainty; solving one or more group-specific formulations for group-specific parameters that result in a specific profitability outcome, the one or more group-specific formulations being associated with the one or more groups; predicting a demand response (DR) event profitability based on the group-specific parameters; and determining one or more system parameters that result in a profitable DR event based on the group-specific parameters. - View Dependent Claims (22, 23)
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Specification