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Atomic-level Insights Into Atomically Dispersed Metal Catalysts

dc.contributor.authorLiu, Lipingen
dc.contributor.committeechairXin, Hongliangen
dc.contributor.committeechairKarim, Ayman M.en
dc.contributor.committeememberAchenie, Luke E. K.en
dc.contributor.committeememberTroya, Diegoen
dc.contributor.departmentChemical Engineeringen
dc.date.accessioned2025-08-13T08:01:10Zen
dc.date.available2025-08-13T08:01:10Zen
dc.date.issued2025-08-12en
dc.description.abstractAtomically dispersed metal catalysts have demonstrated promise in heterogeneous catalysis with both nearly 100% utilization efficiency of precious metals and high intrinsic activity of metal sites. As an emergent type of atomically dispersed metal catalysts, single-atom catalysts (SACs) have been extensively investigated with broad applications. However, rational design of improved SACs for targeted chemistry faces tremendous challenges, largely due to lack of atomic-level understanding into the site structures and reaction mechanisms under operating conditions. Herein, we report the efforts that we have been put in to gain atomic-level insights into the nature of SACs, and thus to design atomically dispersed metal catalysts with improved catalytic performance. By combining density functional theory (DFT) calculations with experiments, the complex nature of the Ir single atoms supported on anatase TiO2 (Ir1/TiO2) for CO oxidation is studied systematically (Chapter 2). The local configuration of the Ir1/TiO2 catalysts during the reduction in CO(g) and the reaction in CO(g) and O2(g) is elucidated. Based on the elucidated structures, we systematically investigate the reaction mechanisms and thus identify the two rate-determining elementary steps (RDSs) for CO oxidation on the Ir1/TiO2 catalysts, including CO adsorption/oxidation and O2 dissociation. This is further demonstrated by three Ir1 complexes along the reaction cycle that were isolated and identified using in-situ spectroscopy. To further elucidate the CO oxidation kinetics of the Ir1/TiO2, detailed MKM is performed (Chapter 3). However, even though DFT and DFT-based MKM show promise in revealing active sites and mechanisms, it falls short to capture detailed reaction kinetics, largely due to the uncertainties of DFT energetics. To bridge the gap between the theory and experiments, we assessed the uncertainties of DFT energetics and implemented such uncertainties into the MKM. With the catalytic nature of Ir1/TiO2 now better understood, we next investigate the fundamental factors that govern the catalytic activity trends in M1/TiO2 systems(Chapter 4). By analyzing the electronic structures of the initial states and transition states of the two RDSs, we found that the electronic properties of the Ir1 determine the CO oxidation kinetics of the Ir1/TiO2, while the TiO2 surface mainly provides anchoring sites for the Ir1 intermediates. Furthermore, a linear scaling between O binding energy (ΔEO, the property of M1 to bind *O) and O2 dissociation energy is found, suggesting a tradeoff between the removal and regeneration of the active *O on the M1/TiO2 catalysts. Thus, a simple rule between the catalytic activity and ΔEO is constructed, dictating the activity trends in M1/TiO2 for CO oxidation. However, even if the better SACs can be designed for targeted chemistry, their performances are not comparable to the state-of-art metal cluster catalysts. This can be arguably attributed to their overly rigid local structures and the isolation of active sites which lack synergistic effects from neighboring metal atoms. Thereafter, we develop atomically dispersed metal ensembles to overcome the limitation of SACs. In contrast to Mo and Fe monomers, and Fe2 dimers in the channel of ZSM-5, homonuclear Mo2 and heteronuclear MoFe dimer catalysts possess high thermodynamic stability under the He pretreatment. This enhanced stability may explain the superior performance of the Fe2(MoO4)3/ZSM-5 catalyst compared to the MoO3+Fe2O3/ZSM-5 catalyst (Chapter 5). To expand this scope, we used Pt single atoms embedded into the CeO2 lattice as "seeds" to construct embedded Pt atomic single layer (PtASL) catalyst (as a type of atomically dispersed metal ensembles) which exhibits the highest turnover frequency for CO oxidation among Pt catalysts (Chapter 6). Such high performance of the embedded PtASL originated from the appropriate Pt-CO bonding and improved activation/reactivity of lattice oxygens within CeO2.en
dc.description.abstractgeneralHeterogeneous catalysts are essential for making cleaner energy, reducing emissions, and producing useful chemicals. Atomically dispersed metal catalysts are at the forefront of catalysis research because of their efficient use of noble metals and unique properties. However, these catalysts are still not well understood, especially when it comes to how they behave during real-world reactions, which impedes the rational design of improved catalysts. This dissertation investigates the behavior of atomically dispersed metal catalysts at the atomic scale, with the goal of uncovering design principles that enhance their performance. Using a combination of advanced computational simulations and collaborative experimental studies, we focus on a specific system: single iridium atoms supported on titanium dioxide. This catalyst is examined in the context of carbon monoxide (CO) oxidation—a key reaction for air purification. We reveal how the catalyst's structure evolves during the reaction and identify the rate-limiting steps using both theoretical and spectroscopic approaches. Despite the importance of computational modeling in uncovering atomic-level details, discrepancies often arise between simulated and experimental results due to inherent uncertainties in theoretical methods. To address this, we incorporate uncertainty quantification into our simulations, allowing us to better reconcile theory with experiment and gain more reliable mechanistic insights. While single-atom catalysts are efficient, they often don't outperform traditional catalysts made from small clusters of metal atoms, largely due to the absence of cooperative effects among neighboring metal atoms. To overcome this, we design a new type of catalyst called atomically dispersed metal ensembles. These include carefully constructed dual-atoms or atomic-single-layers that offer higher performance for targeted chemistry by combining the benefits of both single atoms and clusters. Overall, this research advances the atomic-level understanding of catalyst behavior and introduces new strategies for the design of next-generation catalytic materials. These findings hold potential for impactful applications in sustainable energy, environmental protection, and chemical manufacturing.en
dc.description.degreeDoctor of Philosophyen
dc.format.mediumETDen
dc.identifier.othervt_gsexam:44390en
dc.identifier.urihttps://hdl.handle.net/10919/137475en
dc.language.isoenen
dc.publisherVirginia Techen
dc.rightsIn Copyrighten
dc.rights.urihttp://rightsstatements.org/vocab/InC/1.0/en
dc.subjectAtomically dispersed metal catalystsen
dc.subjectsingle-atom catalysisen
dc.subjectcomputational catalysisen
dc.subjectreaction kineticsen
dc.titleAtomic-level Insights Into Atomically Dispersed Metal Catalystsen
dc.typeDissertationen
thesis.degree.disciplineChemical Engineeringen
thesis.degree.grantorVirginia Polytechnic Institute and State Universityen
thesis.degree.leveldoctoralen
thesis.degree.nameDoctor of Philosophyen

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