Hydroxyl radical rate constants of 457 water contaminants modeled.
PSO-MLR and FFNN were utilized to develop the models.
Various internal and external validation techniques used to validate the models.
The proposed models were compared to those reported earlier.
The AARE% for entire dataset were 2.78 and 2.01 for PSO-MLR and FFNN models.