Over the past two days and nights, Ted and Justice mowed the two fields that had too many Dog Fennels and Tallow trees. Based on what I read here, mowing Dog Fennel just before blooming will kill it and it not come back as bad next year.
In a forum posts here, a couple of guys that have had good success removing Dog Fennel by only mowing–as long as it is at the right time.