Machine learning-based screening of Mn-PNP catalysts for the CO2 reduction reaction using a region-wise ligand-encoded feature matrix

Energy Adv., 2024, Advance Article
DOI: 10.1039/D3YA00520H, Paper
Open Access Open Access
Amitabha Das, Diptendu Roy, Shyama Charan Mandal, Biswarup Pathak
The table of contents entry represents the use of machine learning to find suitable Mn-based aromatic PNP catalysts for the CO2 reduction reaction to HCOOH and CH3OH.
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Organic additive for the selective C2-product formation on Cu(100): a density functional theory mechanistic study

Catal. Sci. Technol., 2023, 13,5365-5373
DOI: 10.1039/D3CY00857F, Paper
Amitabha Das, Shyama Charan Mandal, Biswarup Pathak
Electrochemical CO2 reduction is a promising approach to increase the chemical feedstock of energetically valuable products, especially ethylene and ethanol.
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