Machine learning models accelerate deep eutectic solvent discovery for the recycling of lithium-ion battery cathodes

Abstract

Deep eutectic solvents (DESs) have been widely applied to recover spent Lithium-ion batteries (LIBs), however, developing effective and efficient systems for cathode leaching via traditional trial-and-error method requires substantial efforts....

Review of the application of ionic liquid systems in achieving green and sustainable recycling of spent lithium-ion batteries

“…Developing highly efficient and environmentally friendly DESs requires sustained efforts. Correspondingly, Zhou et al 194 used a database and predictive model to generate counterfactual generative adversarial networks (CGAN) to assist in discovering ideal DES combinations. The predicted results for DES composed of ChCl : glycolic acid showed good consistency with experimental results.…”