:
The electrodes are the basis for building flexible lithium-ion batteries (FLIBs), and
many attempts have been made to develop flexible electrodes with high efficiency in terms of
electrical conductivity, chemical and mechanical properties. Most studies showed relatively
satisfactory results when testing the electrochemical properties of laboratory-produced electrodes, but most of these electrodes could not meet the expected requirements of flexible electrodes in practical applications. Quantitative production faces many problems that must be overcome, such as the gradual decline in electrochemical performance, deformation of the electrode
structure, high production costs, and difficulties in the production process itself. In this research,
developments in the production of flexible electrodes, especially those that depend on carbon
materials and metal nanoparticles, will be discussed and summarized in this research. The electrochemical performance and stability of the produced flexible electrodes will be compared. The
factors contributing to the progress in the production of flexible lithium-ion batteries will also be
discussed.
A critical review of improved deep learning methods for the remaining useful life prediction of lithium-ion batteries
