There is no substitute for some good light.
Noise happens when the electronics in our cameras are stressed, so unless you are pushing your exposure number very high its hard for you to create noise.
So, Will you get less noise with a higher ISO and a lower exposure time?
NO, when 'noise' is in question, you should always spend your ISO last. Our camera sensors are easier stressed when their sensitivity is increased(higher ISO) and the sensor will amplify the effects of noise.