Fig. 8: Comparison of predicted and experimental values for synthesized HEAs. | npj Materials Degradation

Fig. 8: Comparison of predicted and experimental values for synthesized HEAs.

From: Corrosion resistance prediction of high-entropy alloys: framework and knowledge graph-driven method integrating composition, processing, and crystal structure

Fig. 8

Plots comparing predicted and experimental values of on the testing set using three different models: a RFCPSP, b MLPCPSP, and (c) Mat-NRKG. Each blue dot represents a data point from the testing set, while the red stars indicate data points for HEAs prepared in the lab. The dashed diagonal line represents the ideal case where the predicted values match exactly with the experimental values. Points that are closer to the diagonal line represent better predictive performance. Among the three models, Mat-NRKG exhibits a stronger alignment with the ideal line, indicating better predictive precision compared to RFCPSP and MLPCPSP.

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