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
A Cyber-Physical Digital Twin Framework for State Estimation of Dendrite-Risk Prediction and Resilient Control in Solid-State Batteries. [PDF]
Subramanian S +8 more
europepmc +1 more source
Composite cathode engineering and stack pressure co‐optimization enable a high‐performance all‐solid‐state chloride‐ion battery based on a VOCl/CsSn₀.₉In₀.₀₆₇Cl3/In architecture, delivering 169 mAh g−1 with 500‐cycle durability. Electrode‐resolved impedance tracking via distribution of relaxation times revealed progressive interphase and charge ...
Soutam Panja +7 more
wiley +1 more source
Cellular Structures for Electric Vehicle Battery Systems: A Critical Review and Design Guidelines. [PDF]
Ceci A, Costanza G, Tata ME.
europepmc +1 more source
A quantitative exposure‐heat treatment framework identifies a critical humidity threshold (15%RH) and heat treatment temperature (80°C) that governs the recoverability of air‐exposed Na3PS4, revealing the decoupled thermodynamic and kinetic contributions to its moisture stability.
Boling Liu +10 more
wiley +1 more source
Materials Used in Electric Vehicle Battery Housings: Recycling Pathways and Circular Design-A Review. [PDF]
Bazan P +5 more
europepmc +1 more source
Water‐Mediated Proton Facilitation for Stable Acidic CO2 Electrocatalysis
Proton‐mitigating Cu─O─Ce sites accelerate *CO formation and PCET‐mediated *CO─*CHO coupling, enabling efficient multicarbon production at relatively low current density. Maintaining a retentive acidic pH suppresses parasitic hydrogen evolution and preserves in situ CO2 availability for carbon‐efficient acidic CO2 reduction.
Jeong Hyun Hwang +13 more
wiley +1 more source
A machine learning-based optimal charging strategy for PV-assisted electric vehicle systems incorporating second-life batteries under degradation constraints. [PDF]
Ezzat A +3 more
europepmc +1 more source
Distributed electricity-carbon co-optimization of hydrogen energy storage microgrids with dynamic laplace perturbation and model predictive control. [PDF]
Li Z +5 more
europepmc +1 more source
Engineering Strategies to Suppress Thermal Runaway Propagation in Lithium-Ion Battery: Mechanisms, Metrics, Materials, and Evaluation Methods. [PDF]
Su J +15 more
europepmc +1 more source

