The Collaborative International Dictionary of English v.0.48:

Phytolithology \Phy`to*li*thol"o*gy\, n. [Phyto- + lithology.]
   The branch of science which treats of fossil plants; --
   usually called paleobotany, sometimes paleophytology.
   [1913 Webster]