A technique for fatigue life prediction of metals is presented based on a microstructure-sensitive estimation plastic strain energy per cycle. The approach enables rapid temperature evolution, cyclic energy, and fracture entropy. Theoretical experimental results are low-carbon steel 1018 aluminum 7075-T6 specimens. It shown that the realistically predicts metallic