Compared with the single-stator permanent magnet synchronous motor(SS-PMSM), the double-stator permanent magnet synchronous motor(DS-PMSM) can make full use of the space in the motor cavity to make it have higher torque density, so it is more suitable for direct-drive occasions with low-speed and high-torque. This paper aims to design and compare the parameters and performances of DS-PMSMs with four different rotor structures: 1)Series magnetic circuit of radial magnetised single-layer permanent magnet (type Ⅰ), 2)Series magnetic circuit of radial magnetised double-layer permanent magnet (type Ⅱ), 3)Parallel magnetic circuit of radial magnetised double-layer permanent magnet (type Ⅲ), 4)Parallel magnetic circuit of tangential magnetised permanent magnet(type Ⅳ). Firstly, the equivalent magnetic circuit method is used to analyse the magnetic circuits of the four DS-PMSMs. Next, the finite element analysis tool is used to compare the performances of the four DS-PMSMs with the same volume. Their air-gap flux density, noload back-EMF, cogging torque, torque characteristics, moment of inertia, rotor loss and efficiency are quantitatively analysed and compared. Finally, this paper provides guidance and suggestions for the selection of the rotor structure of DS-PMSM.