The invention provides an
epoxy resin formula reverse design
system based on iterative optimization and interpretable prediction, and the
system comprises a prediction
oracle module which is used for receiving at least one candidate
polymer formula, and calculating and outputting at least one predicted mechanical performance; the generation engine module is used for receiving a reference formula of
epoxy resin and at least one optimization target, generating and outputting at least one candidate
polymer formula, and generating an explanation text of the successful candidate
polymer formula; the
feedback controller module is used for sending a reference formula, an optimization target and an explanatory prompt of a successful candidate polymer formula to the generation engine module, sending the candidate polymer formula to the prediction
oracle module, and comparing the predicted mechanical performance with the optimization target. And controlling the generation engine module and the predictive
oracle module to execute an iterative closed-
loop optimization process. According to the invention, an independent, explainable and improved
epoxy resin formula
design process is realized, and the discovery efficiency of the epoxy resin formula is accelerated.