Fostering Innovation: Streamlining Magnetocaloric Materials Research by Digitalization
Magnetocaloric cooling (MCE) is an environmentally friendly refrigeration method with great potential. Optimizing MCE materials involves the preparation and screening of large quantities of samples, which in turn generates a large amount of data. A digitalization approach is presented that uses ontologies, knowledge graphs, and digital workflows to ...
Simon Bekemeier +17 more
wiley +1 more source
A DFT analysis of structural and electronic modulation of Cs<sub>2</sub>AgBiX<sub>6</sub> (X = Cl, Br) <i>via</i> A-site NH<sub>4</sub> <sup>+</sup> substitution for photovoltaic applications. [PDF]
Khan S +9 more
europepmc +1 more source
Building machine‐readable vocabularies for materials science is slow, expert‐driven work. This study benchmarks 13 large language models on two of its first steps: finding candidate terms in engineering articles and deciding where they belong in a class hierarchy.
Thomas Bjarsch +3 more
wiley +1 more source
Computational exploration of hydrogen storage potential in Mg<sub>2</sub>LiXH<sub>6</sub> (X = Ti, V) hydrides <i>via</i> DFT and AIMD simulations. [PDF]
Iqbal MMA +4 more
europepmc +1 more source
We develop a data‐driven method to derive the mathematical expressions of the Flory–Huggins interaction parameter χ for the swelling behavior of temperature–responsive hydrogels. Starting from initial assumptions of χ, our workflow combines Bayesian optimization, Flory–Rehner theory, and symbolic regression to generate candidate χ expressions.
Yawen Wang +2 more
wiley +1 more source
Long-Term Mechanical Stabilization of the Nanoscale Optoelectronic Properties of Halide Perovskites for Indoor PV Applications: SPM and DFT Investigation. [PDF]
Alosaimi G.
europepmc +1 more source
A two‐dimensional multiscale finite element analysis framework was established for the first‐generation MoSiBTiC alloy, and the mechanical and fracture‐related parameters of the constituent phases were calibrated through experiments and simulations. The framework provides a basis for analyzing crack propagation behavior in its complex microstructure ...
Junfeng Du +4 more
wiley +1 more source
A neural network model for managing renewable resources with population growth. [PDF]
Ahmad S +3 more
europepmc +1 more source
Microstructure Evolution of a VMnFeCoNi High‐Entropy Alloy After Synthesis, Swaging, and Annealing
The synthesis and processing (rotary swaging and annealing) of the novel VMnFeCoNi alloy is investigated, alongside the estimation of the grain size effect on hardness. Analysis of a wide grain size range of recrystallized microstructures (12–210 µm) reveals a low annealing twin density.
Aditya Srinivasan Tirunilai +6 more
wiley +1 more source
Differentiation of β-phosphorylated nitroxide diastereoisomers by complexation with cyclodextrins: an EPR and cyclic voltammetry study. [PDF]
Bucur AG +9 more
europepmc +1 more source

