Endocrine Disruption Chemicals (EDCs) are persistent against conventional wastewater treatment method. It was ascertained that ozone can effectively degrade and mineralize most of the EDCs. For this, ozonolysis of a model EDC, Diclofenac sodium (DFS) has been carried out in sami-batch process to get necessary kinetics. With this, a simulation model has been developed for flow ozone membrane reactor. Because this reactor can simultaneously mineralize and separate EDCs effectively from water and wastewater. Afterwards a model simulation has been carried out for ozone membrane reactor to predict...

In the context of microarray data, a common characteristic is that the number of parameter is greater than the number of samples (n p). Because of this feature, many existing methods, derived for the usual "small p and large n" problem, either cannot be applied or may not perform well. For the purpose of classification of tumor types in real and simulated microarray data using regularized and classification approaches, we have studied three regression methods, namely Least Absolute Shrinkage and Selection Operator (LASSO), ridge regression, elastic net and four classification methods namely...