Evaluation and prediction of membrane fouling in a submerged membrane bioreactor with simultaneous upward and downward aeration using artificial neural …

SA Mirbagheri, M Bagheri, Z Bagheri… - Process Safety and …, 2015 - Elsevier
This paper describes the effect of simultaneous upward and downward aeration on the
membrane fouling and process performances of a submerged membrane bioreactor. Trans-
membrane pressure (TMP) and membrane permeability (Perm) were simulated using multi-
layer perceptron and radial basis function artificial neural networks (MLPANN and
RBFANN). Genetic algorithm (GA) was utilized in order to optimize the weights and
thresholds of the models. The results indicated that the simultaneous aeration does not …
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