The Emerson/White Rodgers clinic team was tasked with designing a pattern recognition method that converts spectral flame properties into a measure of the combustion efficiency of a residential furnace, and a control scheme that can use this information to increase the efficiency of any furnace by optimizing the amount of oxygen supplied to the system. A testbed was constructed to collect experimental data and assess various control and pattern recognition schemes.