The Collaborative International Dictionary of English v.0.48:

Decorticator \De*cor"ti*ca`tor\, n.
   A machine for decorticating wood, hulling grain, etc.; also,
   an instrument for removing surplus bark or moss from fruit
   trees.
   [1913 Webster]