The idea of economists to use artificial scarcity pricing to do this is aggressively marketed in blogs, magazines and TV shows, but is extremely unlikely to work, because the current price elasticity of oil is so low.
FORBES: Raising Gas Taxes Wouldn't Cut Consumption, But It Still Makes Sense