ALEXANDRIA, Va., Dec. 2 -- United States Patent no. 12,488,861, issued on Dec. 2, was assigned to Dow Global Technologies LLC (Midland, Mich.).
"Formulation graph for machine learning of chemical products" was invented by Alix Schmidt (Midland, Mich.) and Ian Clark (Midland, Mich.).
According to the abstract* released by the U.S. Patent & Trademark Office: "Chemical formulations for chemical products can be represented by digital formulation graphs for use in machine learning models. The digital formulation graphs can be input to graph-based algorithms such as graph neural networks to produce a feature vector, which is a denser description of the chemical product than the digital formulation graph. The feature vector can be input to a sup...