Systems and methods for modeling a manufacturing assembly line

A system for optimizing a manufacturing assembly line, the manufacturing assembly line comprising a plurality of cells, each cell of the plurality of cells being configured to successively process a workpiece along the manufacturing assembly line, the system comprising a processor configured to:

• receive cell data associated with a cell from the plurality of cells of the manufacturing assembly line, the cell data comprising an input state of the cell and a cell position of the cell within the manufacturing assembly line;
• extract feature data from the cell data, the feature data comprising an input state of at least one cell of the plurality of cells and a cell position of the at least one cell of the plurality of cells;
• determine a plurality of cell configurations, each cell configuration of the plurality of cell configurations corresponding to one or more cells of the plurality of cells and defining a different process for processing the workpiece by the one or more cells;
• determine an efficiency score for one or more cell configurations of the plurality of cell configurations by applying the extracted feature data to a predictive model generated for predicting a production level of the manufacturing assembly line;
• determine at least one target cell configuration from the plurality of cell configurations based on the efficiency score for the one or more cell configurations of the plurality of cell configurations;
• and
• apply the at least one target cell configuration to the one or more cells from the plurality of cells by implementing each target cell configuration to the one or more cells of the plurality of cells.