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 New Analytical Method for Solving the Fractional Swift-Hohenberg Equation with Atangana-Baleanu Derivative. [PDF]
Khalid Kareem J +2 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
Freeze-and-Release Direct Optimization Method for Variational Calculations of Excited Electronic States. [PDF]
Schmerwitz YLA, Selenius E, Levi G.
europepmc +1 more source
Multimodal Data‐Driven Microstructure Characterization
A self‐consistent autonomous workflow for EBSP‐based microstructure segmentation by integrating PCA, GMM clustering, and cNMF with information‐theoretic parameter selection, requiring no user input. An optimal ROI size related to characteristic grain size is identified.
Qi Zhang +4 more
wiley +1 more source
GEORCE: a fast new control algorithm for computing geodesics. [PDF]
Rygaard FM, Hauberg S.
europepmc +1 more source
MHA-PINN: A Novel Physics-Informed Neural Network for Predicting Fiber Dyeability. [PDF]
Zhou F +5 more
europepmc +1 more source
Evaluating the performance of classical, quantum, and hybrid quantum neural networks in solving differential equations. [PDF]
Markazi N, Mirza B.
europepmc +1 more source
Design of natural frequency solution method based on the lateral disturbance modeling of slurry discharge pipelines in slurry shield machines. [PDF]
Li X, Li Z, Chen Y, Cheng Y.
europepmc +1 more source

