화학공학소재연구정보센터
Chemical Engineering Journal, Vol.350, 534-540, 2018
Quantitative relationships between molecular parameters and reaction rate of organic chemicals in Fenton process in temperature range of 15.8 degrees C-60 degrees C
In order to have a better prediction for the degradation reaction rate constant of organic compounds in Fenton process at different temperatures. A partial least squares (PLS) model was established based on 116 lgk values for 24 organic compounds and quantum chemical parameters, some basic information of molecules as well as the temperature of reaction system. The optimal model was demonstrated as stable, robust and had good predictive ability, with the associate statistical indices of adjusted squared correlation coefficient was 0.722, internal validation was 0.652, external validation was 0.512, cumulative cross-validation coefficient was 0.635, the criterions indicated the developed model could be used to estimate the reaction rate of organic compounds in Fenton process at different temperature. The model contains three components, the most significant descriptors explaining the reaction rate are T and 1/T for component 1, the maximum charge in a carbon atom and minimum charge for nucleophilic attack for component 2, the charge in a hydrogen atom, maximum charge for hydroxyl radical attack and minimum value of bond order for component 3. The applicability domain (APD) of the proposed model was calculated by the Euclidean distances. The results of APD showed that the predictions by the derived PLS model were reliable. The proposed model not only offer a method to predict the reaction rates, but also give some insights of the mechanism for the degradation of organic compounds in Fenton process at different temperatures.