A novel U-Net based data-driven vanadium redox flow battery modelling approach

• Published in: Electrochimica acta Vol. 444; p. 141998
• Main Authors: Li, Ran, Xiong, Binyu, Zhang, Shaofeng, Zhang, Xinan, Li, Yifeng, Iu, Herbert, Fernando, Tyrone
• Format: Journal Article
• Language: English
• Published: Elsevier Ltd 10.03.2023
• Subjects: Data-driven; Modelling; U-Net; Vanadium redox flow battery; Modelling; Vanadium redox flow battery; Data-driven; U-Net

•The proposed approach employs a data-trained U-Net to accurately describe the nonlinear dynamics of VRB electrical variables, and the technique does not require any empirical parameter adjustment. Unlike most of the existing methods, the influence of varying input flow rate is considered, which fun...