Tuning active site electronic structures is crucial to the efficient interconversion of electrochemical energy. The recent discovery of flat electronic bands in stacked atomically thin layers of graphene has sparked unprecedented interest in moiré superlattices with small twist angles (0.22º < theta < 5º).1 A recent work in electrocatalysis demonstrated enhancement of hydrogen evolution using Ru embedded in twisted bilayer graphene (TBG) nanosheets.2 In this talk, we explore moiré superlattice effects for applications in PGM-free fuel cell cathode catalysts, where molecular oxygen is electrochemically reduced at the catalyst-electrolyte interfaces (i.e., oxygen reduction reaction, ORR) to power polymer electrolyte fuel cells (PEFCs). The activity, stability, and affordability of catalysts are current bottlenecks at the materials level that prevent widespread adoption of PEFCs in the clean energy sector. Replacing rare and expensive Pt/C catalysts with graphene-based structures would greatly aid in addressing cost, but co-optimization in the activity and stability of such structures is required. We will discuss the theoretical and computational framework needed to unveil the mechanisms and merits of TBG as an effective material platform for realizing highly active and stable ORR precious metal free catalysts. This includes the feasibility of driving 4 electrons ORR pathways on TBG systems as a function of twist angle, which will provide us with an activity descriptor. For structures demonstrating feasible 4 electrons reduction pathway, we will further explore stability against metal dissolution. These efforts enable us to explore the existence of “magic angles” of TBG in ORR applications. This work will leverage our prior efforts in developing activity and stability descriptors for electrocatalyst and atomically dispersed systems.3–6 We will also combine uncertainty quantification approaches with multi-objective Bayesian optimization to navigate the TBG structural-chemical material space and suggest new synthesis target structures exhibiting both high activity and stability. References Y. Cao et al., Nature, 556, 43–50 (2018). J. Zhang et al., Angew Chem Int Ed, 61, e202116867 (2022). S. Li, G. S. Frankel, and C. Taylor, J. Electrochem. Soc. (2022) https://iopscience.iop.org/article/10.1149/1945-7111/ac86f8. E. F. Holby, G. Wang, and P. Zelenay, ACS Catal., 10, 14527–14539 (2020). H. Hafiz, P. Zelenay, and E. F. Holby, Applied Catalysis B: Environmental, 339, 123158 (2023). W. J. M. Kort-Kamp et al., Journal of Power Sources, 559, 232583 (2023).
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