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
Intelligent machining error prediction and compensation system based on convolutional neural networks and improved genetic algorithm. [PDF]
Bai W.
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
Inverse scheduling method for aircraft flat-tail assembly production based on improved genetic algorithm. [PDF]
Li T, Hua M, Wang J, Qin W.
europepmc +1 more source
Parameter Tuning of PID Controller for Beer Filling Machine Liquid Level Control Based on Improved Genetic Algorithm. [PDF]
Xiao L.
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
Power Restoration Optimization Strategy for Active Distribution Networks Using Improved Genetic Algorithm. [PDF]
Lyu P +6 more
europepmc +1 more source
Design of a Real-Time Monitoring System for Smoke and Dust in Thermal Power Plants Based on Improved Genetic Algorithm. [PDF]
Wang B, Yao X, Jiang Y, Sun C, Shabaz M.
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
Enhanced backpropagation neural network accuracy through an improved genetic algorithm for tourist flow prediction in an ecological village. [PDF]
Chen X, Wong CUI, Zhang H, Song Z.
europepmc +1 more source

