Authors consider the relevant and perspective IIoT (Industrial Internet-of-Things) development concept - a scalable heterogeneous network consisting of fixed and mobile nodes for monitoring the state of complex distributed technological ob-jects. Many issues must be solved comprehensively at designing and creating such a network. This is especially true for control systems, data transmission channels and data stream processing, their analysis, scalability, decision making. The paper describes a new concept for development of a multi-level architecture IoT network for monitoring the state of geographically distributed technological objects, consisting of a heterogeneous set of nodes (stationary and mobile units) equipped with various sensors and video cameras.