A novel vanadium redox flow battery modelling method using honey badger optimization assisted CNN-BiLSTM

• Published in: Journal of power sources Vol. 558; p. 232610
• Main Authors: Liu, Yulin, Li, Ran, Xiong, Binyu, Zhang, Shaofeng, Zhang, Xinan, Iu, Herbert, Fernando, Tyrone
• Format: Journal Article
• Language: English
• Published: Elsevier B.V 28.02.2023
• Subjects: Battery modelling; CNN-BiLSTM; Honey badger optimization; Learning-based; Vanadium redox flow battery; CNN-BiLSTM; Vanadium redox flow battery; Learning-based; Honey badger optimization; Battery modelling

This research proposes a highly accurate data-driven vanadium redox flow battery (VRB) modelling approach for power engineering applications. The proposed approach addresses the common problem of excessive model dependency in the existing electrochemical principle or equivalent circuit based VRB mod...