Machine learning interatomic potentials bridge quantum accuracy and computational efficiency for materials discovery. Architectures from Gaussian process regression to equivariant graph neural networks, training strategies including active learning and foundation models, and applications in solid‐state electrolytes, batteries, electrocatalysts ...
In Kee Park +19 more
wiley +1 more source
Tunable and computationally efficient framework for retrofitting: Budget allocation using income and spatial equity. [PDF]
Kishore A, Sundar K, Deka D, Marathe MV.
europepmc +1 more source
A bottom‐up, component‐resolved framework combining DSC/TGA, evolved gas analysis, and in situ XRD reveals how decomposition pathways control energy release in partial and micro‐cell configurations. Separator‐free assemblies are dominated by cathode‐O2${\rm O}_2$/anode‐Li reactions, while the separator restricts oxygen transport, reshapes the reaction ...
Ayrton M. Yanyachi +8 more
wiley +1 more source
An Explainable XGBoost-Based Framework for IoT Attack Detection with Unseen Attack Family Evaluation. [PDF]
Hung RJ.
europepmc +1 more source
Redesigning Interlayers for Anode‐Free Batteries: Harnessing Continuity and Metal Inventory
Interlayers for anode‐free batteries must provide continuous interfacial coverage while remaining thin enough to preserve the finite cathode‐derived active‐metal inventory. This Perspective couples thin‐film closure with stoichiometric active‐metal consumption to reveal practical design windows across chemistry, substrate roughness, cathode loading ...
Rosalía Cid, Lorenzo Fallarino
wiley +1 more source
Psychiatric inpatient bed capacity and suicide mortality in Sweden: a nationwide ecological study. [PDF]
Berge J, Gerle M, Lindström S.
europepmc +1 more source
Electrochemical and Thermal Interplay in Blended Cathodes for All Solid‐State Batteries
This work analyzes blended LFP‐NMC cathodes for all solid state batteries, revealing their balanced rate performance and enhanced thermal properties. Operando X‐ray diffraction studies uncovered lithiation gradients and asymmetric charging effects due to kinetic limitations.
Simon Si Ming Ji +17 more
wiley +1 more source
SABER-BIM: A Component-Level Adaptive Lightweighting Framework for Digital Twin BIM Models. [PDF]
Yang Z +3 more
europepmc +1 more source
Processing‐Centric Innovative Strategies for Protonic Ceramic Electrochemical Cells
This review reveals how processing‐centric fabrication strategies govern architecture, microstructure, and interfaces in protonic ceramic electrochemical cells (PCECs), establishing a framework that translates materials innovation into scalable PCEC technologies.
Dongyeon Kim +5 more
wiley +1 more source
The impact of payment methods on oral health promotion and prevention programmes: scoping review. [PDF]
Gaewkhiew P +3 more
europepmc +1 more source

