AHEAD: Automated platform for high-efficiency electrolyzer adaptive channel design

AHEAD (Automated platform for high-efficiency electrolyzer adaptive channel design) is an innovative platform that synergistically integrates multiple advanced technologies for systematic optimization of electrolyzer flow channels. The platform combines expert-guided design, multi-physics simulations, machine learning model predictions, interpretable feature analysis, stochastic structure generation, and experimental validation through 3D printing and high-speed imaging. This comprehensive approach enables efficient and automated design of high-performance electrolyzer channels.

The data was developed for the paper "Machine learning-driven discovery of optimal designs for water electrolysis devices".