We are the authors of a new research paper in a top-tier international scientific journal Computers & Chemical Engineering. Publisher Elsevier provides open access to new research articles for 50 days to help share the scientific results. The paper summarizes methods for the data treatment and design of the inferential sensors. These methods are applied in two industrial case studies. This work is conducted in cooperation with our industrial partner Slovnaft, a.s.