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![Recent advances and applications of machine learning in electrocatalysis](https://image.oaes.cc/424e32cc-85a4-41ad-acdb-688281f771b2/jmi3023.fig.7.jpg)
Figure 7. Demonstration of Pourbaix diagram construction for an IrO2 surface. (A) Illustration of three types of adsorption sites considered for a 2 × 2 IrO2 slab; (B) Algorithm for Pourbaix diagram construction using a ML model to guide simulation choice; (C) Final Pourbaix diagram, with the states forming the lower hull labeled. Dashed lines are predicted states of unmeasured configurations[114]. Copyright 2016, American Chemical Society. ML: Machine learning.