Patent ID: 11862300
Assignee: DOW GLOBAL TECHNOLOGIES LLC
Field: Computer technology (Electrical engineering)
Classification: CPC G | IPC G

Claim 14:
15. A non-transitory machine readable medium storing instructions executable to:
create a digital formulation graph comprising a plurality of nodes and a plurality of edges based on a formulation for a chemical product, wherein:
a root node represents the chemical product;
a remainder of the plurality of nodes each represent a respective ingredient of the formulation; and
each of the plurality of edges exists between a respective parent node and a respective child node;

create a respective embedding vector for each respective node;
operate a trained graph neural network (GNN) on the digital formulation graph and embedding vectors to produce a feature vector for the digital formulation graph based on the embedding vectors and an architecture of the GNN; and
operate a supervised machine learning model to predict an attribute value of the chemical product based on the feature vector.