Control objective integration system, control objective integration method and control objective integration program

A control objective integration method comprising:

• generating predicted expert control actions based on an expert model which is a machine learning model trained using data collected when an expert operated a plant which is a control target or a plant of the same or similar characteristics;
• constructing metrics or error measures involving the predicted expert control actions based on the expert model as an objective term;
• and
• collecting different objective terms from a learner which outputs machine-learning models as objective terms and computing an optimal set of weights or combinations of the objective terms to construct an aggregated cost function for use in an optimizer.

A non-transitory computer readable information recording medium storing a control objective integration program, when executed by a processor, which performs a method for:

• generating predicted expert control actions based on an expert model which is a machine learning model trained using data collected when an expert operated a plant which is a control target or a plant of the same or similar characteristics;
• constructing metrics or error measures involving the predicted expert control actions based on the expert model as an objective term;
• and
• collecting different objective terms from a learner which outputs machine-learning models as objective terms and computing an optimal set of weights or combinations of the objective terms to construct an aggregated cost function for use in an optimizer.