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(a) Mapping the average RMSE variation in relation to the number of neurons in first (HL1) and second hidden layers (HL2) while using tansig activation function in both HL1 and HL2, and (b) The configuration for the best performing ANN of [61 (I) × 14 (HL1) × 24 (HL2) × 1 (O)] to predict the NFI of refrigerants.
