Generally speaking, the answer is 'yes', but it may depend on the details of the drivers that you plan to use with the motors. If each motor has a separate driver, then there should be no major issues (although if you need multiple power supply voltages, you will have to make suitable arrangements, for example, with separate supplies or one supply with multiple outputs). If you have a single, multi-axis driver, then typically all of the motors would need to share the same power supply (voltage).
It might be helpful if you can provide more information about the motors and about the drivers that you plan to use with them. Depending on the specifics of the motors and your drivers, the voltage that you use for the motors may differ from the "nameplate" voltage.