Abstract
This research investigates the impact of shielded metal arc welding (SMAW) electrode coating flux on microhardness, microstructure, and element transfer. A mixture design approach was employed to formulate the flux compositions, and multi-pass bead-on-plate experiments were conducted. Regression analysis was used to evaluate the relationship between microhardness and weld bead chemistry. The results indicated that the presence of CaO, Al2O3, and SiO2 positively influences the transfer of nickel from the electrode to the weld pool. Increased levels of Na3AlF6, SiO2, and CaO positively affected chromium transfer, while Al2O3 led to a decrease in chromium transfer. Manganese transfer was enhanced by CaO and Na3AlF6, but reduced with higher concentrations of Al2O3 and SiO2. Furthermore, an increase in SiO2 raised the oxygen potential, contributing to a loss of manganese in the Weld. The results indicate that increasing Al2O3 positively affects iron transfer, while higher concentrations of Na3AlF6, SiO2, Al2O3, and CaO improve niobium transfer. Microhardness increases with higher levels of CaO, Na3AlF6, and SiO2, although Al2O3 has a reducing effect. The welds were further analyzed through microstructural analysis. In addition, artificial neural network (ANN) models were developed, demonstrating improved prediction accuracy compared to traditional approaches.
This is a visual representation of the abstract.
Keywords
Get full access to this article
View all access options for this article.
