(190h) Exploring Surface Structures of Pt3-Mn Alloys: A Comprehensive Analysis through a Cluster Expansion Methodology | AIChE

(190h) Exploring Surface Structures of Pt3-Mn Alloys: A Comprehensive Analysis through a Cluster Expansion Methodology

Authors 

Greeley, J., Purdue University
Da Silva, J., University of São Paulo
Garcia Verga, L., University of São Paulo
Xu, Y., Purdue University
Pt-based alloy catalysts are well known for propane dehydrogenation (PDH) chemistry.1 However, rapid deactivation due to coking and sub-optimal selectivity of propylene continue to pose significant challenges. Recent studies of Pt3Mn catalysts have shown its promising selectivity and prolonged stability for PDH2, but current understanding of Pt3Mn surface structures and atomic arrangements under the reaction conditions is still limited.

While bulk-terminated Pt3Mn surfaces exhibit a uniform distribution of Mn atoms, preferential Pt or Mn atom distribution can occur at the edge and/or the corner sites. In addition, local ordering such as segregation, islanding, and site isolation may also occur and are known to influence PDH reactivity.2 To provide molecular insights into these structural transformations, we utilize a combination of density functional theory (DFT) calculations, cluster expansion (CE) fitting, and Monte Carlo simulations to elucidate the surface structures of Pt3Mn catalysts in realistic reaction environments. The combination of DFT and CE-based fitting of interatomic potentials, in turn, permits accurate and efficient analysis of the large configurational space of Pt and Mn atom arrangements.

DFT-analysis reveals energetically favorable anti-ferromagnetic (AFM) spin distributions among the Mn atoms in Pt3Mn surface slabs. A framework is therefore developed to assign AFM spins to Mn atoms, and resulting DFT-calculated energies for (111) and (211) facets are separately used to fit the CE potentials, achieving accuracy in the order of 1 meV/atom. Subsequent Monte Carlo simulations, using the CE potential, predict low-energy atomic ensembles at different reaction conditions. Finally, PDH activity and selectivity descriptors, coupled with a microkinetic model, are used to determine site-averaged PDH reactivity on the Pt3Mn alloy surfaces. These results provide insights into the impact of metastable surface alloy structures on propane conversion and propylene selectivity at high temperatures.

References:

1. Sattler et al., Chem. Rev. 2014

2 Wu, et al., JACS 2018