Abstract: As industrial networks can be exposed to serious cyber threat, the paper investigates the vulnerabilities of industrial control system under deception attack. Firstly, models for deception attack were proposed. Secondly, a hardware-in-loop control system of TE process was developed. Finally, the attack with PCA to detect abnormity was studied on three different scenarios. The results have shown that fault detection algorithm possesses poor performance under deception attacks