Abstract: A method and assembly for configuring and/or programming an industrial automation component, wherein respective properties at runtime are detected and stored in a database for a plurality of possible combinations of the hardware, the operating system and/or the application program, and wherein a model is generated from the database data and/or optimized using a reinforcement learning process, where a reinforcement learning reward function used during the learning or optimization process seeks to provide an accurate prediction of the properties, the properties at runtime are then predicted for intended or possible combinations using the model compared with a specified requirement, and a suitable combination is subsequently ascertained using the comparison, and the industrial automation component is configured or programmed according to the selected combination, such that the real-time behavior is very precisely predicted such that the industrial automation component can be optimally configured or programmed.

Abstract: The suction-operated teat cups of an automatic milking system are associated with a multiple detector which yields a plurality of output signals individually indicative of (1) the milk flow rate after suction is applied to the teat cups, (2) the electrical conductivity of the flowing milk and (3) the temperature of the flow. The signal indicative of the flow rate is coupled to the input of a threshold-operated amplifier, which provides an output pulse to the input of a delay circuit when the signal indicative of the flow rate falls below a predetermined value. The retardation time of the delay circuit is chosen larger than the normal habitual start interval of the animal being milked, so that such delay circuit passes the output control pulse from the threshold device only if the diminution in flow is truly representative of a corresponding cessation of milk during steady state flow. The delayed control pulse is applied to a suction regulator for the teat cups to terminate the suction on the milk glands.