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Article

On the Conceptualization of the Active Site in Selective Oxidation over a Multimetal Oxide Catalyst: From Atomistic to Black-Box Approximation

by
José F. Durán-Pérez
1,†,‡,
José G. Rivera de la Cruz
1,‡,
Martín Purino
2,‡,
Julio C. García-Martínez
3,‡ and
Carlos O. Castillo-Araiza
1,*,‡
1
Laboratory of Catalytic Reactor Engineering Applied to Chemical and Biological Systems, Department of Process and Hydraulic Engineering, Universidad Autónoma Metropolitana-Iztapalapa, Mexico City 09340, Mexico
2
Supramolecular Chemistry Group, Department of Organic and Macromolecular Chemistry, Ghent University, Krijgslaan 281 S4, 9000 Ghent, Belgium
3
Departamento de Biofísica, Escuela Nacional de Ciencias Biológicas, Instituto Politécnico Nacional, Prolongación de Carpio y Plan de Ayala S/N, Colonia Santo Tomás, Miguel Hidalgo, Mexico City 11340, Mexico
*
Author to whom correspondence should be addressed.
Current address: Department of Process Hydraulics and Engineering, Universidad Autónoma Metropolitana-Iztapalapa, Mexico City 09310, Mexico.
These authors contributed equally to this work.
Catalysts 2025, 15(2), 144; https://doi.org/10.3390/catal15020144
Submission received: 29 December 2024 / Revised: 20 January 2025 / Accepted: 20 January 2025 / Published: 4 February 2025
(This article belongs to the Section Catalytic Reaction Engineering)

Abstract

Catalytic reactor engineering bridges the active-site scale and the industrial-reactor scale, with kinetics as the primary bottleneck in scale-up. The main challenge in kinetics is conceptualizing the active site and formulating the reaction mechanism, leading to multiple approaches without clear guidance on their reliability for industrial-reactor design. This work assesses different approaches to active-site conceptualization and reaction-mechanism formulation for selective oxidation over a complex multi-metal catalyst. It integrates atomistic-scale insights from periodic Density Functional Theory (DFT) calculations into kinetic-model development. This approach contrasts with the macroscopic classical method, which treats the catalyst as a black box, as well as with alternative atomistic methods that conceptualize the active site as a single metal atom on different catalytic-surface regions. As a case study, this work examines ethane oxidative dehydrogenation to ethylene over the multi-metal oxide catalyst MoVTeNbO, which has a complex structure. This analysis provides insights into the ability of DFT to accurately describe reactions on such materials. Additionally, it compares DFT predictions to experimental data obtained from a non-idealized MoVTeNbO catalyst synthesized and assessed under kinetic control at the laboratory scale. The findings indicate that while the black-box active-site conceptualization best describes observed trends, its reaction mechanism and parameters lack reliability compared to DFT calculations. Furthermore, atomistic active-site conceptualizations lead to different parameter sets depending on how the active site and reaction mechanism are defined. Unlike previous studies, our approach determines activation-energy profiles within the range predicted by DFT. The resulting kinetic model describes experimental trends while maintaining phenomenological and statistical reliability. The corrections required for primary parameters remain below 20 kJ mol1, consistent with the inherent uncertainties in DFT calculations. In summary, this work demonstrates the feasibility of integrating atomistic insights into kinetic modeling, offering different perspectives on active-site conceptualization and reaction-mechanism formulation, paving the way for future studies on rational catalyst and industrial-reactor design.
Keywords: oxidative dehydrogenation; catalytic reaction kinetics; hierarchical multiscale model; active site oxidative dehydrogenation; catalytic reaction kinetics; hierarchical multiscale model; active site

Share and Cite

MDPI and ACS Style

Durán-Pérez, J.F.; Rivera de la Cruz, J.G.; Purino, M.; García-Martínez, J.C.; Castillo-Araiza, C.O. On the Conceptualization of the Active Site in Selective Oxidation over a Multimetal Oxide Catalyst: From Atomistic to Black-Box Approximation. Catalysts 2025, 15, 144. https://doi.org/10.3390/catal15020144

AMA Style

Durán-Pérez JF, Rivera de la Cruz JG, Purino M, García-Martínez JC, Castillo-Araiza CO. On the Conceptualization of the Active Site in Selective Oxidation over a Multimetal Oxide Catalyst: From Atomistic to Black-Box Approximation. Catalysts. 2025; 15(2):144. https://doi.org/10.3390/catal15020144

Chicago/Turabian Style

Durán-Pérez, José F., José G. Rivera de la Cruz, Martín Purino, Julio C. García-Martínez, and Carlos O. Castillo-Araiza. 2025. "On the Conceptualization of the Active Site in Selective Oxidation over a Multimetal Oxide Catalyst: From Atomistic to Black-Box Approximation" Catalysts 15, no. 2: 144. https://doi.org/10.3390/catal15020144

APA Style

Durán-Pérez, J. F., Rivera de la Cruz, J. G., Purino, M., García-Martínez, J. C., & Castillo-Araiza, C. O. (2025). On the Conceptualization of the Active Site in Selective Oxidation over a Multimetal Oxide Catalyst: From Atomistic to Black-Box Approximation. Catalysts, 15(2), 144. https://doi.org/10.3390/catal15020144

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