It was proposed that CO could be chosed as a target gas to detect early fires. A specific experiment system was set up based on FTIR technology. By using time series analysis, an auto-regressive models for the concentration of CO can be built. Finally, characteristic parameters of models can distinguish the real fire source from nuisance sources in short times.