Summary
The simulator component will be developed in order to provide input and output data to train the deep learning control system before the real scenario will be deployed. Simulator will model the membrane behavior (input and output data) through three different way; (1) mathematical models of current membranes, (2) mathematical models of membranes and (3) historical data of similar scenarios. This component will be able to score the fitting of each model and balance the contribution for the overall result of the simulation.
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