Surrogate Models come from several sources, e.g., process control systems (PCS; plant data) or process simulators (rigorous first-principle models; simulation data). Sensitivity studies compare the ANN predictions with rigorous calculations.
It is for every engineer who verifies that the surrogate model meets the underlying (simulated) physics precisely enough.
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