Abstract
Converting CO2 with renewable hydrogen requires high-value products to be economically viable due to its
inherent energy intensity and associated renewable energy costs. Direct hydrogenation of CO2 via exothermic
reactions is appealing given volatile energy prices. Methanol is valuable due to its wide use in the chemical
industry and as sustainable fuel component. Indium oxide-based catalysts have been actively researched for
several years; however, the scarcity of indium and the need for platinum group metals drive the search for
alternatives using more abundant and non-noble metals and metal oxides. Employing a protocol which unites
Artificial intelligence boosted atomic scale modelling approaches, advanced synthesis, high-throughput
catalytic testing and state of the art characterization, we have developed a Cu-Al-Ga system that produces
methanol and dimethyl ether (in different ratios) at highly competitive performance characteristics. The
elemental composition of the Cu-Al-Ga catalysts was optimized towards a low gallium content to favor
economic feasibility. The final lead composition with around 1 wt.% Ga content showed high activity while the
ratio between MeOH and DME can be precisely adjusted by the reaction conditions in terms of temperature
and syngas composition. Even in CO2 rich syngas flows, the catalyst remains active and selective towards the
primary products. In addition, we introduce an advanced simulation protocol for studying potential surface
changes under reactive condition to shed light on potential dynamical active site formations and their impact
on reaction mechanisms.
Supplementary materials
Title
Electronic Supplementary Material
Description
Supplementary material with additional experimental information, as well as details regarding DFT settings used. Additional ML and DFT calculations were included to support the contents of the main article
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