I will need to rotate the valve to a certain degree (e.g., 20 degree) to one direction
I'm assuming you'll also need to rotate it back eventually. :
A hobby servo might work, but there's a good chance it won't be strong enough: it depends on how much torque the valve needs to turn. You may need to use a stepper motor. Maybe even a geared one to get the torque you need.