It is generally recommended to leave asparagus green foliage in fall. The plants need it to gather fuel for future growth. Instead, just cut back any brown (dead) parts in spring. During the winter months I apply a thick layer of mulch on the bed to make sure abnormally cold weather doesn’t damage the crowns.