We have designed and fabricated a sensors array using WO 3 thin films for gas analysis purposes. The sensing surface of the rf sputtered WO 3 thin films has been differently activated by evaporated Pd, Au, Bi, Sb catalysts. The sensors have been characterized by d.c. electrical measurements for different gases such as H 2 S, SO 2 , CH 4 , NO, NO 2 in a proper concentration range from 1 to 7000ppm in dry air, at 180 o C. Operation of the sensors under these conditions proved to be a useful way of providing a sensitive, reproducible, reversible, stable system for gas detection of ppm level. Principal component analysis (PCA) has been used in order to classify and identify different classes of target gases. Good separation among classes of sample gases has been obtained by applied PCA methods. The preliminary results show the feasibility of the electronic nose system to discriminate and recognize various tested reducing and oxidizing gases.