Artificial intelligence directed zeolite synthesis

A computer implemented method for constructing a catalyst structure, the method comprising:

• extracting historic catalyst production information from operational history;
• constructing, based on the historic catalyst production information, graph data representing synthesis recipes and processes for catalyst production;
• training a neural network of a catalyst production algorithm by using the graph data to generate a catalyst production model;
• and
• validating the catalyst production model by inputting the graph data and comparing a catalyst generated from the catalyst production model with catalyst corresponding to the synthesis recipes and processes in the graph data.

An artificial intelligence assisted catalyst processing method implemented by a computer, the method comprising:

• designing chemical reactions by training a vectorized cognitive deep learning network of a chemical reaction algorithm and inputting raw chemical reactants data and desired catalyst product properties to a chemical reaction model generated from the training of the chemical reaction algorithm;
• designing a catalyst structure based on the chemical reactions that are designed in accordance with a maximum catalyst production yield and corresponding catalyst product formulations;
• and
• producing the catalyst structure automatically by forwarding catalyst production information to a production line, wherein the catalyst production information is generated by inputting the chemical reactions that were designed and the catalyst structure that was designed into a catalyst production model.