Stochasticity and probabilistic trajectory scoring are essential for data-driven closures of chaotic systems. [PDF]
Brolly MT.
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
The 6G integrated perception and networking technology enables the low-altitude economy to achieve carbon neutrality: Dynamic sleep strategy for eVTOL wireless charging based on time-energy-carbon coupling. [PDF]
Chen H, Wang X, Yuan L, Gong J.
europepmc +1 more source
The PRIMA Thesaurus for Materials Science and Engineering
The PRIMA Thesaurus is a structured vocabulary designed to improve how materials science data is described and shared. Developed with input from multiple experts, it enables clear documentation of research workflows, data exchange, and reuse across platforms.
Rossella Aversa +8 more
wiley +1 more source
Mathematical Modeling of Liver Metabolic Activity Under Ex Vivo Conditions upon Exposure to Magnetic Nanoparticles. [PDF]
Yakovleva YA +8 more
europepmc +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
Design of dynamic adaptive control framework for exoskeleton robot driven by neuromuscular signal based on deep reinforcement learning. [PDF]
Ma K.
europepmc +1 more source
Modeling ultrafast laser excitation of fused silica with a hybrid Lorentz-Drude dielectric response and density-dependent two-temperature model. [PDF]
Metzner D +5 more
europepmc +1 more source
Thermal regulation and electrical performance improvement of solar panels using magnetically assisted nanofluid flow. [PDF]
Almitani KH +5 more
europepmc +1 more source
Energy, economic, and environmental (3E) analysis of hybrid water electrolysis through alternative oxidation reactions. [PDF]
Kang S, Lee S, Park S, Ahn IK, Lee S.
europepmc +1 more source

