The Collaborative International Dictionary of English v.0.48:

Aeroscopy \A`["e]r*os"co*py\, n. [A["e]ro- + Gr. ? a looking
   out; ? to spy out.]
   The observation of the state and variations of the
   atmosphere.
   [1913 Webster]