The invention discloses a novel double-omega type stator transverse flux permanent-magnet linear motor with high power density, high performance and direct driving performance. The motor comprises a stator (S) and a mover (M), and has a mover motion direction vertical to a magnetic return path plane; and two groups of stator cores are integrated on a same armature to ensure that the structure of the motor is more compact and the space utilization rate is remarkably improved. Through such design, the torque density of the motor can be effectively improved, and the difficulty of manufacturing the stator and the mover can be reduced. Due to the electromagnetic structure decoupling feature of the motor, a multiphase motor can be constructed easily and phase-deficient operation can be carried out through transversely arranging a plurality of same mover-stator structures side by side, so that the motor is suitable for the field of electric traction of railway vehicles.