An interpretable machine learning framework integrating SHAP and PDP analysis identifies critical design descriptors from 139 physicochemical features for Nb─Si alloys. The framework achieves <7% prediction error and guides the discovery of Nb38.5Ti38.5Si3Zr18V2 alloy with 22.791 MPa·m1/2 fracture toughness, breaking the 20 MPa·m1/2 barrier.
Dezhi Chen +7 more
wiley +1 more source
Evaluation of the Influence of Tantalum on the Microstructural, Mechanical and Electrochemical Properties of Ti-Mo-Zr-xTa Alloys for Use in Biomedical Devices. [PDF]
Jimenez-Marcos C +3 more
europepmc +1 more source
Multiferroic order parameters – polarization, magnetization, and ferroelastic strain – are positioned as dynamic design variables for batteries. Their mechanistic roles, practical tuning through fabrication and external fields, and ferroic‐resolved characterization routes are unified into a closed‐loop framework, revealing how coupled ferroic responses
Jiaqi Su +13 more
wiley +1 more source
Data-driven prediction of thin-film metallic glass forming ability <i>via</i> Bayesian classification and experimental verification in the Cu-Zr-Al system. [PDF]
Luo X +7 more
europepmc +1 more source
Rod Origami (RodOri) springs harness snap‐through instabilities of pre‐stressed curved rods with geometrically programmable buckling behavior. Integrating RodOri springs with distinct geometries yields multistable metamaterials that undergo stepwise reconfiguration via sequential snapping, achieving wide‐range tunability of stiffness and resonance ...
Jeseung Lee +2 more
wiley +1 more source
Transformation Journey of Zr-Based Metal-Organic Frameworks: Study on Mechanics and Hydrogen Storage Under Doping Regulation. [PDF]
Ding Y, Qian D, Liu Z.
europepmc +1 more source
An ultrasound‐activatable piezoelectric hydrogel reprograms chondrocyte mitochondrial epigenetics via the mTOR/GATD3A axis, clearing damaged mitochondria and alleviating osteoarthritis progression in both mouse models and human cartilage explants. ABSTRACT The avascular nature of cartilage hinders drug delivery for osteoarthritis (OA) therapy.
Hui Zheng +9 more
wiley +1 more source
Interfacial Lewis Acid Chemistry Enabled by Mesoporous MOFs Toward High-Performance Four-Electron Zinc-Iodine Batteries. [PDF]
Yang F +11 more
europepmc +1 more source
Physics‐Informed Neural Network‐Enabled Forward Prediction and Inverse Design of Ring Origami
This work presents a KRT‐PINN framework that integrates Kirchhoff rod theory with physics‐informed neural networks for the forward prediction and inverse design of ring origami consisting of closed‐loop rods. The framework predicts stable states of segmented rings with prescribed natural‐curvature profiles and determines the natural‐curvature profiles ...
Luyuan Ning +3 more
wiley +1 more source
Calibration and count rate performance of NaI(Tl) gamma counters for quantifying the activity <sup>89</sup>Zr radiopharmaceuticals. [PDF]
Silosky M.
europepmc +1 more source

