We started by investigating the structural and electronic properties of all 77 combinations between 7 transition metals supported on 11 TMC slabs by means of periodic DFT calculations. The stability of the supported clusters was quantified by determining the binding strength of the cluster and their resistance to metal aggregate formation and fragmentation. Several interesting stability trends were identified with the phase type (cubic vs hexagonal), termination (C vs metal) or position of the metal in the periodic table. The electronic properties of these materials were investigated by computing the atomic charges and electron density polarisation of the supported particles. These results allowed to rationalise the stability trends mentioned above. In addition, our results showed that surface C vacancies significantly increase the binding strength of these clusters, making them more stable.
We also developed a high-throughput framework to discover stable and active CH4 (and also CO2) conversion catalysts from the original set of 77 supported clusters (Figure 2). All clusters strongly bind the TMC support but, while those supported on cubic TMCs are very resistant against fragmentation and weak against aggregation, the opposite behaviour is observed for clusters supported on hexagonal TMCs. Weaker binding to O (thus preventing oxidation) can be achieved by combining Pd, Pt or Au clusters with Group 4 or 5 TMCs. We also observed that those supported clusters not involving Au, cubic MoC and cubic WC are in general very stable in the presence of adsorbates, with negligible displacement and deformation. Regarding their catalytic activity, many combinations can dissociate CO2 and CH4 with negligible energy barriers, with Pt clusters being in general the most reactive ones. By considering all stability and activity metrics, we identified 8 combinations as promising catalysts, all of them being new for experimental validation, thus expanding the chemical space for efficient conversion of CH4 and CO2. Among them, Ni@VC and Ni@NbC stand out as the only candidates that consist of earth abundant elements only.
Apart from that, we have also studied in detail the adsorptive properties of clean TMC and metal clusters supported on TMCs. We showed that most TMC are able to activate stable CO2 molecules by charge transfer and that hexagonal carbides not only interact strongly with supported metal clusters than cubic carbides but also with most reaction intermediates. Unlike metals, the interaction between TMC and adsorbates is highly influenced by the electrostatic interactions. Most importantly, the use of TMCs as supports for small metal particles constitute a plethora of opportunities for catalyst design, as these systems cover a broad range of formation energies for the different adsorbates and are completely oblivious to the limitations imposed by the LS relations, allowing to tune the adsorption strength of key species.
Finally, we have also studied in detail the catalytic activity of Ni@VC for the MPO and other important industrial processes involving similar elementary steps. Ni@VC is chosen because its good stability and reactivity metrics, and the fact that it is formed by earth-abundant elements only. We computed the potential energy diagrams for Ni@VC and clean VC, as it can also be active for the reaction, and we are currently running the KMC simulations for the reaction.
The outcomes of this project have been shared in several national and international scientific conferences and meetings, in a UCL WordPress Blog (
https://blogs.ucl.ac.uk/tmc4mpo/(odnośnik otworzy się w nowym oknie)) and with the publication of a journal article (DOI: 10.1039/D1TA08468B). Another publication will come very soon as it is currently under review (see preprint at DOI: 10.26434/chemrxiv-2023-f13jf) and finally two more publications will come later this year.