Dig it out, continue digging it out, dig it out some more - sorry not trying to be facetious! Only other suggestion is Roundup.

and even then dig it out the next year etc.
I have best results by spraying with roundup after flowering. the plant will translocate the poison to the small tubers and this will then help destroy the tubers during their dormant period. they are tough ittle devils!