Data-driven modeling with experimental augmentation for the modulation strategy of the dual-active-bridge converter

• Main Authors: Li, Xinze, Pou, Josep, Dong, Jiaxin, Lin, Fanfan, Wen, Changyun, Mukherjee, Suvajit, Zhang, Xin
• 其他作者: School of Electrical and Electronic Engineering
• 格式: Article
• 語言: English
• 出版: 2023
• 主題: Engineering::Electrical and electronic engineering; Engineering::Computer science and engineering; Artificial Intelligence; Experimental Augmentation
• 在線閱讀: https://hdl.handle.net/10356/172335
• 機構: Nanyang Technological University

For the performance modeling of power converters, the mainstream approaches are essentially knowledge-based, suffering from heavy manpower burden and low modeling accuracy. Recent emerging data-driven techniques greatly relieve human reliance by automatic modeling from simulation data. However, m...