In this paper we present a hardware friendly binary decision tree DT classifier for gas identification The DT classifier is based on an axis parallel decision tree implemented as threshold networks one layer of threshold logic units TLUs followed by a programmable binary tree implemented using combinational logic circuits The proposed DT classifier circuit removes the need for