Cost, performance prediction and optimization of a vanadium flow battery by machine-learning
Tianyu Li, Feng Xing, Tao Liu, Jiawei Sun, Dingqin Shi, Huamin Zhang, Xianfeng Li
Abstract
An innovative machine learning methodology was presented to optimize and predict the efficiencies and costs of vanadium flow battery systems.
Topics & Concepts
VanadiumFlow batteryBattery (electricity)Computer scienceFlow (mathematics)Machine learningArtificial intelligenceMaterials sciencePower (physics)MathematicsMetallurgyThermodynamicsPhysicsGeometryAdvanced battery technologies researchAdvanced Battery Technologies ResearchAdvancements in Battery Materials