1. A computer-implemented method for controlling a refrigerator compressor system comprising: heuristically searching and acquiring within predetermined time frames multiple independent variables and features each representative of different factors related to the operation of the refrigerator system; tabulating a refrigeration schema listing of the searched and acquired independent variables and features and associated dependency; and generating a predictive duty cycle for controlling the operation of the compressor based on weighted computations over the predetermined time frames corresponding to control rules acquired within the schema.