Yes, throttling centrifugal compressors with either suction or discharge valves is done. Speed is more commonly used but since you didn't mention it, I'm assuming your compressor is a fixed speed unit.
In either case, you need to ensure you remain within the compressor's allowable operating envelope for flow, head, pressures, etc.