Machine learning models accelerate deep eutectic solvent discovery for the recycling of lithium-ion battery cathodes
Fengyi Zhou, Dingyi Shi, Wenbo Mu, Shao Wang, Zeyu Wang, Chenyang Wei, Ruiqi Li, Tiancheng Mu
Abstract
Deep learning model Conditional Generative Adversarial Network (CGAN) was used to design deep eutectic solvent (DES) based green process for lithium-ion cathode recycling, and the importance of acidity, coordination, and reducibility were quantified.
Topics & Concepts
Deep eutectic solventBattery (electricity)Eutectic systemCathodeLithium (medication)SolventDeep learningIonLithium-ion batteryGenerative grammarProcess (computing)Computer scienceMaterials scienceProcess engineeringChemistryChemical engineeringArtificial intelligenceAlloyEngineeringOrganic chemistryMetallurgyPhysicsThermodynamicsEndocrinologyPower (physics)Operating systemPhysical chemistryMedicineExtraction and Separation ProcessesIonic liquids properties and applicationsAdvancements in Battery Materials