Zeolitic Imidazolate Framework-Derived Bifunctional CoO-Mn3O4 Heterostructure Cathode Enhancing Oxygen Reduction/Evolution via Dynamic O-Vacancy …

JH Choi, H Chun, DW Kim, MK Kabiraz, J Kim… - Energy Storage …, 2025 - Elsevier
Zn-air batteries (ZABs) are promising electrochemical energy storages for many
applications, yet their performance is limited by their cathode's poor activity and reversibility …

Leveraging Transferable Multimodal Deep Learning for the Rational Design and Functional Application of Perovskite Materials

S Shao, L Yan, J Li, Y Zhang, J Zhang, HW Kim… - 2024 - researchsquare.com
Perovskite materials have emerged as a focal point in materials science due to their
compositional diversity and structural uniqueness. However, the vast combinatorial …

[PDF][PDF] A perspective on artificial intelligence for catalyst design: Shaping the future of sustainable chemistry

X Zhou, F Jiao, R Wu - joaiar.org
Catalyst design plays a crucial role in numerous chemical processes, significantly impacting
efficiency and sustainability. Although traditional catalyst development is often time …