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Author

Takashi Toyao

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Open access Jul 2026

Data-driven catalyst design for direct catalytic N2O decomposition

Catalytic N2O decomposition in the presence of O2 is a key process for addressing environmental challenges, such as greenhouse gas emissions and ozone layer depletion. However, the identification of efficient catalysts for this reaction remains challenging owing to the limitations of conventional methods. In this study...

Chenxi He, S. Mine, Yuan Jing et al. · 0 citations
Jul 2026

Machine Learning-Assisted Development of High-Performance Ethanol Synthesis Catalysts via CO2 Hydrogenation.

The discovery and development of high-performance catalysts, which is crucial across all catalysis areas, requires advanced technologies and innovative approaches. Recently, machine learning (ML) has shown promise in accelerating this process, but its capability and examples of discovery of truly novel catalysts have r...

Pengfei Du, Abdellah Ait El Fakir, S. Mine et al. · 0 citations

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