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
Decision-making in complex environments, especially sustainable ones, requires flexible methodologies to handle multiple criteria and stakeholder perspectives.
Miguel Ângelo Lellis Moreira +4 more
doaj +1 more source
Video Event Recognition and Anomaly Detection by Combining Gaussian\n Process and Hierarchical Dirichlet Process Models [PDF]
Michael Ying Yang +3 more
openalex +1 more source
Covid-19 hospital mortality using spatial hierarchical models: cohort design with 74,994 registers. [PDF]
Chiaravalloti Neto F +5 more
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
Optimal shrinkage estimation in heteroscedastic hierarchical linear models
Shrinkage estimators have profound impacts in statistics and in scientific and engineering applications. In this article, we consider shrinkage estimation in the presence of linear predictors.
Kou, Samuel, Yang, Justin J.
core
Improved information pooling for hierarchical cognitive models through multiple and covaried regression [PDF]
Royce Anders +2 more
openalex +1 more source
A Lightweight Procedural Layer for Hybrid Experimental–Computational Workflows in Materials Science
We unveil a prototype hybrid‐workflow framework that fuses automatedcomputation with hands‐on experiments. Built atop pyiron, a lightweight, parameterized layer translates procedure descriptions into executable manual steps, syncing instrument settings, human interventions, and data capture in real‐time today.
Steffen Brinckmann +8 more
wiley +1 more source
Bayesian hierarchical modelling approaches for combining information from multiple data sources to produce annual estimates of national immunization coverage [PDF]
C. Edson Utazi +6 more
openalex +1 more source

