Yes.  For IRS, go to the "Estimated Tax Worksheet" and in Part III, hit the checkbox for each quarter you want automatically withdrawn.

I know here in IL, that feature is unavailable.  Check your state to see if you can do it there.  It would undoubtedly be on a comparable form for each state.