Fig. 1: Calculations modified RF model flow and the field exposure sites.

a ML flow diagram and dataset features. b Placement map. Corrosion data obtained in Singapore, Jakarta, and Bangkok are only used for generalization verification. c–e The climate characteristics of regions. The field exposure time of Al alloys is range from 0.5 to 4 years.