Failure‐Mechanism‐Driven Inverse Design and Optimization Procedure for Battery Lifetime Extension

||graphite pouch cell for assessment, the MOO predicts a battery lifetime extension of up to 26.63% (70.97%) and 32.76% (138.41%) at 25 and 45 °C by optimizing direct (indirect) factors, respectively. Evaluation of the MOO-optimized factors using the failure-mechanism-driven model demonstrates remarkable alignment in capacity degradation trajectories. The IDOP framework is a promising approach to improve the design and optimization efficiency for developing better LIBs.