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
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
Coulomb Interaction-Controlled Coherence and Entanglement in a Double Quantum Dot Thermoelectric Engine. [PDF]
Wang R +8 more
europepmc +1 more source
Current Status and Challenges in Data Collection for Aerospace Coatings Deposited by Plasma Spraying
An innovative approach has been integrated into the GRENAT project to optimize plasma spraying and coating performance. Raw materials are accelerated and melted in the plasma generated by torches, creating coatings. Monitoring sensors collect process data which are combined with ex situ characterization data.
Lila Randriamananjara +8 more
wiley +1 more source
Multi-Feature Dynamic Reconstruction of Photovoltaic Systems with Battery Storage for Real-Time Grid Monitoring. [PDF]
Xia T, Lu M, Ding Z, Liu H, Huang L.
europepmc +1 more source
Optimization of the Production of Rubber Compounds Using Mathematical Models
Rubber compounds were mixed in a batch internal mixer, and symbolic regression was used to derive mathematical models linking recipe and process parameters to ram path, torque, and mixing quality (incorporation, dispersion, distribution). Subsequent optimization with evolutionary algorithms identified operating conditions that reduce specific energy ...
Anke Bardehle +7 more
wiley +1 more source
Design methodology for a photovoltaic emulator based on power hardware-in-the-loop with Opal-RT simulator. [PDF]
Nguyen HP, Nguyen TT.
europepmc +1 more source
Overcoming the rate-power trade-off: multi-junction photovoltaic receivers for efficient near-infrared power and gigabit data transmission. [PDF]
Pellegrino C +11 more
europepmc +1 more source
Two-layer hierarchical MPPT strategy of PV systems based on AF-EPO algorithm under complex irradiance conditions. [PDF]
Wang L, Cui J, Ge C, Lun Z.
europepmc +1 more source
Finite-Time Thermodynamics of Battery Discharging: Power-Efficiency Trade-Off and Optimization. [PDF]
Liu RH, Lin YQ, Ma YH.
europepmc +1 more source

