The invention discloses a fabric
dyeing equipment running
machine parameter optimization recommendation method and device, equipment and a medium, and the method comprises the steps: obtaining the cloth type information of a plurality of production batches of an
order system and the production information of a corresponding batch in a production execution
system, carrying out the coding of the cloth type information and the production information, and obtaining cloth type
feature data and process
feature data, associating the seed
distribution characteristic data with the process characteristic data to form process data items, calculating the seed distribution information of a target production batch by adopting a similarity
algorithm when the target production batch information is detected, screening out preliminary process data items in a similarity threshold range, and storing the preliminary process data items in a
database; and calculating the process characteristic data of the preliminary process data items by adopting a GBDT gradient
decision tree to obtain recommended optimal line
machine parameter data, so that the line
machine parameter data of the
dyeing equipment can be quickly output through
system recommendation, and meanwhile, the batch quality problem caused by personal errors is reduced.