Testing date_select

I’m trying to write a functional test for a POST with a date_select.
The date_select outputs html like this:

Which makes setting the params for the POST cumbersome. Is there an
easy way to set the params for the POST in a functional test from a
Date/DateTime/Time object?

Thanks!