Taxing Vehicles by Miles Instead of Gasoline

What are your thoughts on this concept reiterated by the Secretary of Transportation?

http://www.chicagotribune.com/news/nationworld/sns-ap-lahood-vehicle-mileage-tax,0,4225850.story