BROOKE MUELLER AGREES TO GO TO REHAB

Brooke Mueller is finally admitting she has major substance abuse problems ... and has agreed to re-enter rehab after her cocaine arrest last week -- TMZ has learned.

Sources close to Brooke tell TMZ, she was reluctant at first -- but friends eventually persuaded her she needed help ... and another stint in rehab was the only option.