Yingzhe Liu

MBAvol: An Interpretable Descriptor Scheme for Crystal-Density Modeling of HEDM

Abstract Machine learning (ML) offers an efficient route to predict properties of high-energy-density materials (HEDMs), but conventional models often have limited interpretability and out-of-sample accuracy. Here, we introduce the multibody approximation volume descriptor (MBAvo...

Engineering Hydrogels for Intrauterine Adhesion Therapy and Endometrial Regeneration

Intrauterine adhesion (IUA) is a fibrotic disorder resulting from aberrant repair following injury to the endometrial basal layer, leading to menstrual abnormalities, infertility, recurrent miscarriage, and pregnancy complications. Although hysteroscopic adhesiolysis remains the...