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
Assessment of advanced glazing systems for building energy efficiency in hot-arid climates. [PDF]
Elshamy AI +3 more
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
Deciphering exterior: building energy efficiency prediction with emerging urban big data. [PDF]
Sun M +5 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
Numerical and experimental investigation of innovative thermoelectric heat pump wall systems for enhancing building energy efficiency. [PDF]
Roohi R, Amiri MJ, Akbari M.
europepmc +1 more source
Retrospective Examination of Demand-side Energy-efficiency Policies [PDF]
Energy efficiency policies are a primary avenue for reducing carbon emissions, with potential additional benefits from improved air quality and energy security.
Palmer, Karen +2 more
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PASTA‐ELN: Simplifying Research Data Management for Experimental Materials Science
Research data management faces ongoing hurdles as many ELNs remain complex and restrictive. PASTA‐ELN offers an open‐source, cross‐platform solution that prioritizes simplicity, offline access, and user control. Its in tuitive folder structure, modular Python add‐ons, and open formats enable seamless documentation, FAIR data practices, and easy ...
S. Brinckmann, G. Winkens, R. Schwaiger
wiley +1 more source
Impact of accelerated weather aging on building energy efficiency using cement and gypsum boards with shape-stabilized phase change materials. [PDF]
Lygerakis F +5 more
europepmc +1 more source
Energy Efficiency Improvement Potential in Historical Brick Building
– Energy efficiency in historical heritage buildings is viewed as a taboo because these buildings usually are protected under law and no energy efficiency measures that would change the appearance of the building are allowed. In this paper we look at
Burinskienė, Marija +4 more
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