OK, y'all are gonna think this is crazy, but it works for me, for both my sewing machine and my serger:
cover a brick in aluminum foil & put it on the floor, a little behind where the foot pedal is comfortable. Put the foot pedal in front, up against the brick, and sew to your heart's content. The pedal will not stray, I promise! :)