Ethanol Infrastructure Expansion Act of 2006 - Directs the Secretary of Energy, in coordination with the Secretary of Agriculture and the Secretary of Transportation, to award up to $1 million to one or more eligible firms to conduct feasibility studies for the construction of one or more dedicated ethanol pipelines.