The Collaborative International Dictionary of English v.0.48:

Aeromancy \A"["e]r*o*man`cy\, n. [A["e]ro- + -mancy: cf. F.
   a['e]romancie.]
   Divination from the state of the air or from atmospheric
   substances; also, forecasting changes in the weather.
   [1913 Webster]