The data increase steady in the field of Chemistry and Chemical Engineering Data Mining is a powful tool to evaluate hidden information from large amount of data, but the methods of data mining shall be suitable to the characteristic of data in variable field. For the data with the feature of higher-dimension,noise and compound linear in Chemistry and Chemical Engineer, by the methods of neural networks,rough sets ,fuzzy sets and statistic, our work focus on the problem of feature selection, discretization,...