Marine energy resources development and deep-sea exploration fields put forward higher demand for high-temperature and corrosion-resistant materials in service. In this work, the high-temperature oxidation behavior (800 °C) of a corrosion-resistant Cu-Ni-Fe-Mn alloy was systematically investigated by combining the CALPHAD technique with experiments. Both thermodynamic calculations and experimental characterizations revealed that Fe and Mn solute segregation in the as-cast alloy resulted in non-uniform oxidation, leading to accelerated oxidation and premature oxide layer cracking. Homogenization effectively reduced the parabolic rate constant (kₚ) from 3.73 × 10−9 to 3.38 × 10−9 mg2·cm−4·s−1, indicating improved oxidation resistance. By integrating CALPHAD-based segregation modeling and local Pilling-Bedworth ratio (PBR) calculations, a semi-quantitative link was established between solute segregation, oxide composition, and cracking tendency. The calculated PBR values (2.04 for as-cast vs. 1.93 for homogenized) reflect the magnitude of oxidation-induced volume expansion stress and correlate with the observed differences in oxide layer spallation. Homogenization treatment effectively reduced Fe/Mn segregation, lowered the PBR, and improved oxide uniformity and adherence. Furthermore, the oxide layer was composed of an outer CuO layer and an inner Halite-type ((Ni, Fe, Mn) O) phase, whose stability enhanced oxidation resistance.
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