Deep learning-driven design of 1-D phononic crystals using surrogate and bandgap optimization models
Journal of Vibration and Control
Published online on July 30, 2025
Abstract
Journal of Vibration and Control, Ahead of Print.
This study presents a method that combines two deep learning models—the surrogate model and the bandgap optimization model—to design 1-D Phononic Crystals. The surrogate model is trained to predict the bandgaps of Phononic Crystals, while the bandgap ...
This study presents a method that combines two deep learning models—the surrogate model and the bandgap optimization model—to design 1-D Phononic Crystals. The surrogate model is trained to predict the bandgaps of Phononic Crystals, while the bandgap ...