A Physics-Informed Neural Network (PINN) framework for generic bioreactor modelling - Thirugnanasambandam, Monesh kumar; Pinto, José; Moskovkina, Ekaterina; Costa, Rafael S.; Oliveira, Rui (Computers & chemical engineering, 2025)
Keywords: ADAM algorithm; Bioprocess modelling; Deep artificial neural networks; Fed-batch bioreactor; Hybrid semiparametric modelling; Physics-informed neural networks; Bioprocess modelling; WMSE; Hybrid semiparametric modelling; Fed-batch bioreactor; Nw; K; tanh; ADAM; Deep artificial neural networks; FFNN-S; FFNN-R; SiLU; Physics-informed neural networks; ADAM algorithm