SubmittedEngineering Applications of Artificial Intelligence (Elsevier)
Variable-Aware Regional Adaptive Control for Physics-Informed Neural Networks
A guarded feedback controller that diagnoses where and which physical channel is failing before making a bounded intervention around ordinary PINN training.
Last updated 31 July 2026