| CPC H02J 3/003 (2020.01) [G06F 18/214 (2023.01); G06N 20/00 (2019.01); G06Q 10/04 (2013.01); G06Q 50/06 (2013.01); H02J 3/004 (2020.01)] | 20 Claims |

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1. A system to control components of a utility grid, comprising:
a data processing system, comprising one or more processors and memory, to:
identify, for a model trained via machine learning based on a plurality of data samples detected by one or more devices located at one or more portions of the utility grid, a bound for an input variable to the model, a constraint on an output variable of the model, and a performance objective for the utility grid, the performance objective different from the constraint on the output variable;
determine, based on i) the model and ii) a calibration technique applied to the bound for the input variable and the constraint on the output variable to establish a relationship between at least the bound and the constraint, an adjustment to a component of the utility grid to satisfy the performance objective; and
cause the adjustment to the component of the utility grid to satisfy the performance objective.
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