DOI: 10.1039/d3cy00587a ISSN:
Indirect design of OCM catalysts through machine learning of catalyst surface oxygen species
Fumiya Nishino, Hiroshi Yoshida, Masato Machida, Shun Nishimura, Keisuke Takahashi, Junya Ohyama- Catalysis
Catalysts for oxidative coupling of methane (OCM) were designed through machine learning of a property of surface oxygen species on the basis of the knowledge that catalytic performance for the OCM is affected by catalyst surface oxygen species.