Computer program product for predicting energy workloads to adjust electrical energy supply to meet varying short-term energy demands at a microcosm level, the computer program product comprising a computer readable storage medium having program instructions embodied therewith, the program instructions executable by a computer to cause the computer to perform functions, by the computer, comprising the functions to:
- develop a model, using a computer, to facilitate predicting energy workloads for adjusting energy supplies to meet an energy demand, the model includes the following;
- receive, at the computer, input parameters of dynamic values of workloads as historical data;
- generate a predictive model by analyzing the input parameters;
- predict short-term energy demands based on the predictive model, the predicted short-term energy demands include identifying a predicted peak value;
- initiate short term energy output in an electrical grid to a transformer level component in the electrical grid based on the predicted short term energy demands;
- and
- set a control limit to a passive branch of a transformer circuit as a passive branch offtake circuit electrically connected to a connection pin in a pin header for supply power to the electrical grid, the passive branch offtake circuit including an electricity bus and a grid bus having a voltage V1 which is different than a voltage V0 at another end of the transformer circuit outside of the passive branch offtake circuit.