High Compression Performance and Energy Absorption of Wood-Based Grid Sandwich Structure with Jute Fabric/Epoxy Composite Core. [PDF]
Wang X, Guo H, Yu X.
europepmc +1 more source
Physics‐Guided Descriptors Enable Data‐Efficient Prediction of Battery Coulombic Efficiency
This work integrates multiscale simulations with data‐driven approaches to predict Coulombic efficiency (CE). Multiscale simulations of battery systems are performed to extract Physics‐Guided descriptors and construct a dataset. Machine learning models trained on this dataset are then subjected to interpretable analysis to identify the most influential
Qintao Sun +9 more
wiley +1 more source
Graphene-Enriched Acrylic Paint to Protect Unheated and Heat-Treated Wood Species Against <i>Coniophora puteana</i>. [PDF]
Taghiyari HR +7 more
europepmc +1 more source
To accelerate the inverse design of heterostructured metal matrix composites, a closed‐loop scientific machine learning framework integrates continual learning prediction with NSGA‐II‐PMCP optimization. The framework maps microstructural descriptors to strength, toughness, and modulus, expands high‐quality Pareto solutions, and guides experimentally ...
Zhiyan Zhong +11 more
wiley +1 more source
Cell-Wall-Engineered Wood Enabling Metal-and-Adhesive-Free Cross-Laminated Timber. [PDF]
Zhang S +10 more
europepmc +1 more source
Antigenic peptides Aβ42 and E7 self‐assemble into nanofibrils; APTES and TEOS induce SiO2 NP formation on these fibrils to form SiO2@fibril nanovaccines, which activate BMDCs in vitro. In vivo, SiO2@Aβ42 fibril nanovaccines alleviate AD symptoms and clear Aβ42 plaques in APP/PS1 mice, and SiO2@E7 fibril nanovaccines inhibit tumor growth and promote ...
Xuecheng Yang +6 more
wiley +1 more source
Paulownia Wood in the Production of Wood-Based Boards Used in Construction and Interior Design: Properties, Applications, and Prospects. [PDF]
Dukarska D, Unisa M, Kawalerczyk J.
europepmc +1 more source
Machine learning‐guided strain engineering enables highly active, durable, support‐free Pt–Ni nanonetwork catalysts for the oxygen reduction reaction. Analysis of a Pt‐based catalyst dataset identifies surface compressive strain as an effective descriptor associated with enhanced activity and provided practical design guidelines.
Aparna Chitra Sudheer +4 more
wiley +1 more source
Generalized Strength Prediction Model for Timber Beams Strengthened Using NSM FRP Bars and FRP Sheets. [PDF]
Abbas H +4 more
europepmc +1 more source
A Sustainable Bio‐Based Epoxy Thermoset as a High‐Performance Alternative to BPA‐Based Resins
A rigid–flexible bio‐based epoxy network integrates soybean oil, lignin, and maleic anhydride to overcome the strength–toughness–sustainability trade‐off of conventional BPA epoxy. The thermoset delivers excellent performance as both a structural adhesive and a matrix for glass‐fabric composites, while enabling pH‐responsive degradation, environmental ...
Jiyun Qi +4 more
wiley +1 more source

