Harnessing Machine Learning to Understand and Design Disordered Solids
This review maps the dynamic evolution of machine learning in disordered solids, from structural representations to generative modeling. It explores how deep learning and model explainability transform property prediction into profound physical insight.
Muchen Wang, Yue Fan
wiley +1 more source
Enhancing Room-Temperature Hydrogen Storage Properties in Ti-V-Cr-Nb-Mo/Fe Multielement Alloys via Substitutional Tuning. [PDF]
Rahmouni MEH +6 more
europepmc +1 more source
The hydration behavior of C3S in seawater‐relevant solutions is studied based on experiments, boundary nucleation and growth (BNG) modeling, and machine learning. The main ions included in seawater modify hydration mechanisms, with MgCl2 showing the strongest acceleration effect at the same concentration.
Yanjie Sun +6 more
wiley +1 more source
Homogeneous Crystal Nucleation of Poly(3-hydroxybutyrate): Kinetics, Stability, and Cluster-Size Distribution. [PDF]
Jariyavidyanont K +3 more
europepmc +1 more source
Materials informatics and autonomous experimentation are transforming the discovery of organic molecular crystals. This review presents an integrated molecule–crystal–function–optimization workflow combining machine learning, crystal structure prediction, and Bayesian optimization with robotic platforms.
Takuya Taniguchi +2 more
wiley +1 more source
An integrated database of combustion properties of metallic materials. [PDF]
Wang P, Ke H, Xue Y.
europepmc +1 more source
Clotrimazole‐loaded PLGA microparticles for local drug delivery to the vagina: Shape does matter
Clotrimazole‐loaded PLGA microparticles for intravaginal delivery. Abstract Background Intravaginal drug administration is the most promising strategy for treating vaginal infections to protect women's health, such as vulvovaginal candidiasis (VVC). However, conventional vaginal formulations in the clinic face challenges such as drug leakage and low ...
Yanyu Li +8 more
wiley +1 more source
Multistep Relaxation Pathway from Glass to Crystal Development in Poly(l‑lactide). [PDF]
Rocchi LA +4 more
europepmc +1 more source
Natural Aging of Biomaterials in Ambient and Physiological Environments
Biomaterials used in biomedical applications can change their physical properties over time, even under ambient and physiological conditions. This review highlights key studies on the natural aging of materials ranging from soft hydrogels to metals and ceramics, emphasizing how time‐dependent changes influence function and performance.
Shuyu Zhang, Anne E. Staples
wiley +1 more source
Recognition of the wobble pair: quantum mechanical calculations of tRNA U34 or C34 modifications within the ribosomal decoding center. [PDF]
Liu Y +10 more
europepmc +1 more source

