Industrial Batch Processing Dynamic User Interface

A non-transitory, tangible, computer-readable medium storing instructions that, when executed by processing circuitry, cause the processing circuitry to perform operations comprising:

• receiving data associated with one or more industrial devices of an industrial system;
• retrieving one or more pre-processing files and one or more training datasets files associated with a model from a database, wherein the one or more pre-processing files are configured to transform the data, and wherein the one or more training dataset files are representative of one or more operational characteristics of the one or more industrial devices over time;
• receiving one or more inputs to modify one or more parameters of the model via a user interface presented via an electronic display;
• and
• generating the model based on the training dataset files and the one or more inputs.

A method comprising:

• receiving, via processing circuitry, a request to generate a model representative of one or more expected operations of industrial automation equipment of an industrial system;
• receiving, via the processing circuitry, data associated with the industrial automation equipment;
• retrieving, via the processing circuitry and one or more pre-processing files, one or more training datasets files associated with the model from a database, wherein the one or more pre-processing files are configured to transform the data, and wherein the one or more training dataset files are representative of one or more operational characteristics of the industrial automation equipment over time;
• receiving, via the processing circuitry, one or more inputs to modify one or more parameters of the model via a user interface presented via an electronic display;
• and
• generating, via the processing circuitry, the model based on the training dataset files and the one or more inputs.