fig9

Figure 9. (A) The workflow of ML to explore the origins of catalysis. Reprinted with permission from Ref.^[118]. Copyright © 2023 The Authors. Energy & Environmental Materials published by John Wiley & Sons Australia, Ltd on behalf of Zhengzhou University; (B) ML screening and descriptor building framework of the work by Zhang et al.; (C) Workflow of the ML screening process as well as the number of selected candidates after each screening step of the work by Zhang et al. Reprinted with permission from Ref.^[119]. Copyright © 2021 Zhengzhou University. ML: Machine learning.