fig8

High-entropy alloy catalysts: high-throughput and machine learning-driven design

Figure 8. (A) Schematic illustration of combinatorial and HT synthesis of uniform MMNCs. (B) Scanning droplet cell setup and patterned samples on copper substrate. (C) Fast screening of PtPd-based MMNCs for catalytic ORR (22 compositions + one blank, 0.1 M KOH, 5 mV/s scan rate). (D) Compositional designs and their corresponding ORR performance are presented in a neural network diagram. The size of the circles represents the magnitude of the specific current at 0.45 V for ORR. (E) Data-driven discovery cycle combines prediction, combinatorial synthesis and HT characterization. (A-D) Reproduced with permission[78]. Copyright 2019, Science. (E) Reproduced with permission[80]. Copyright 2021, Wiley-VCH. CE: counter electrode; RE: reference electrode; WE: working electrode.

Journal of Materials Informatics
ISSN 2770-372X (Online)
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