2 papers
cond-mat.mtrl-sci2026
Stoichiometric cluster learning for few-shot property prediction of multi-ionic integrated energetic materials
Ming-Yu Guo, Wei-Jia Zou, Yu Shang +1
Multi-ionic materials pose a distinct representational challenge in machine learning-driven materials design. Different from single-molecule or composition-based materials, their p…
cond-mat.mtrl-sci2025
Unraveling Antagonistic Collision-Controlled Reactivity in Energetic Molecular Perovskites with Deep Potential Molecular Dynamics
Ming-Yu Guo, Yun-Fan Yan, Pin Chen +1
The precise regulation of chemical decompositions in energetic materials, whether towards rapid ignition or stable endurance, requires atomic-scale principles governing reactivity,…