Cut the fronds from the fennel bulbs and reserve some of the feathery leaves for later. Cut each fennel bulb in half and remove the cores with a sharp knife.
Fit a food processor with the thinnest slicing blade. Cut the fennel bulbs into wedges and place horizontally into the feed tube. Process in batches. Peel each orange, remove the pith with a knife, and slice. Set aside.