Modular multilevel high-voltage inverters are core components of rail vehicle traction systems, and their control performance directly determines the energy efficiency and operational reliability of traction drives. The primary objective of this study is to overcome the inherent limitations of traditional voltage model flux observers—specifically waveform distortion and DC component interference—which severely degrade the precision of rotor flux-oriented vector control (FOC) systems. To address