4 papers
Building a physics-aware AI ecosystem for solid-state hydrogen storage materials
Seong-Hoon Jang, Yiwen Yao, Chuanyu Liu +66
Hydrogen storage remains a central bottleneck for scalable hydrogen energy systems due to the multiscale and coupled nature of the thermodynamics, kinetics, and microstructural evo…
How is a gas sensor poisoned by volatile methylsiloxanes?
Heng Liu, Bingxin Yang, Yiming Lu +4
Volatile methyl siloxanes (VMSs), widely present in consumer and industrial products, have attracted increasing concerns due to their persistence, bioaccumulation behavior, and adv…
Physically Interpretable Descriptors Drive the Materials Design of Metal Hydrides for Hydrogen Storage
Seong-Hoon Jang, Di Zhang, Hung Ba Tran +5
Designing metal hydrides for hydrogen storage remains a longstanding challenge due to the vast compositional space and complex structure-property relationships. Herein, for the fir…
"DIVE" into Hydrogen Storage Materials Discovery with AI Agents
Di Zhang, Xue Jia, Tran Ba Hung +8
Data-driven artificial intelligence (AI) approaches are fundamentally transforming the discovery of new materials. Despite the unprecedented availability of materials data in the s…