I. Introduction
The research of multi-agent system control have drawn substantial attentions from both the academic and industry communities. The application of multi-agent system control can be found during our daily life such as the control of drones, control of large-scale systems and distributed sensor networks, to name a few [1]. Recently, the concept of cyber-physical systems (CPSs) triggers the interests of researchers and is considered to be one of the key factors in the realization of Industry 4.0. While the industry notably benefits from the technology bloom in CPSs, a challenging situation also emerges along with the benefits, malicious cyber attacks on CPSs such as deceptive attacks and Denial- of-Service (DoS) [2], [3].