If you choose to just use a larger needle the scarf will get a little wider and the stitch will be looser. The first part will remain the same and won't match it exactly.
Not matching would drive me nuts so I would rip it out and start over myself. Or maybe you could just do the end section like the beginning and call it part of the design.
