METHOD OF PRODUCING A CHEMICAL PRODUCT USING A REGRESSION MODEL

A method of producing a chemical product from a reaction mixture containing at least two components includes the steps of:I) providing a data set comprising a plurality of production instances, each production instance comprising data on (a) the composition of the reaction mixture and/or process conditions, (b) at least one climate parameter at the production site of the product, and (c) at least one target physical property of the product;II) generating a regression model for each target physical property of the product using the data set, wherein in the regression model a respective target physical property is the dependent variable and at least part of the other data in the data set, excluding any remaining target physical properties, are independent variables;III) transforming each regression model to obtain a transformed regression model where a) the composition of the reaction mixture and/or b) the process conditions of a reaction depends on at least one climate parameter at the production site of the product and each target physical property is assigned a desired value;IV) combining the transformed regression models to obtain a combined regression model.