Abstract
New methods for synthesis of active materials have been developed to improve
capacity and cycle life performance of lithium‐ion batteries. Past studies have
focused on routes of development of materials and new processes, which might
not be economical for large‐scale production. In this regard, this study examines a widely employed carbothermal reduction technology for the synthesis
of lithium‐iron phosphate (LiFePO4/C) and investigates effects of process conditions during this synthesis on final battery performance. An experimental
combined genetic programming approach is used to model the effects of crucial
process conditions (sintering time, the carbon content, and the sintering temperature) on the discharge capacity of the assembled battery. Experiments
are conducted to collect the discharge capacity data based on varying
LiFePO4/C synthesis conditions, and genetic programming is employed to
develop a suitable functional relationship between them. The results show that
the battery discharge capacity is controlled significantly by adjusting sintering
temperature and carbon content, while the effect of sintering time is found to
be insignificant. Further, the interaction effect of the sintering time and carbon
content is much more obvious than that of the sintering time and the sintering
temperature. The findings from the study pave the way for the optimum design
of the synthesis process of LiFePO4/C for a higher battery performance.
IF: 3.009
DOI: 10.1002/er.4079