UAV and IoT-Based Systems for the Monitoring of Industrial Facilities Using Digital Twins: Methodology, Reliability Models, and Application

被引:18
作者
Sun, Yun [1 ,2 ]
Fesenko, Herman [3 ]
Kharchenko, Vyacheslav [3 ]
Zhong, Luo [1 ]
Kliushnikov, Ihor [3 ]
Illiashenko, Oleg [3 ]
Morozova, Olga [3 ]
Sachenko, Anatoliy [4 ,5 ]
机构
[1] Wuhan Univ Technol, Sch Comp Sci & Artificial Intelligence, Wuhan 430070, Peoples R China
[2] Hubei Univ Technol, Sch Comp Sci, Wuhan 430068, Peoples R China
[3] Natl Aerosp Univ KhAI, Dept Comp Syst Networks & Cybersecur, 17 Chkalov Str, UA-61070 Kharkiv, Ukraine
[4] West Ukrainian Natl Univ, Res Inst Intelligent Comp Syst, 11 Lvivska Str, UA-46009 Ternopol, Ukraine
[5] Kazimierz Pulaski Univ Technol & Humanities Radom, Dept Informat & Teleinformat, Ul Malczewskiego 29, PL-26600 Radom, Poland
基金
中国国家自然科学基金;
关键词
monitoring system; digital twin; unmanned aerial vehicle; reliability; multi-state system; control room; emergency control center; flying control center; private cloud group;
D O I
10.3390/s22176444
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
This paper suggests a methodology (conception and principles) for building two-mode monitoring systems (SMs) for industrial facilities and their adjacent territories based on the application of unmanned aerial vehicle (UAV), Internet of Things (IoT), and digital twin (DT) technologies, and a set of SM reliability models considering the parameters of the channels and components. The concept of building a reliable and resilient SM is proposed. For this purpose, the von Neumann paradigm for the synthesis of reliable systems from unreliable components is developed. For complex SMs of industrial facilities, the concept covers the application of various types of redundancy (structural, version, time, and space) for basic components-sensors, means of communication, processing, and presentation-in the form of DTs for decision support systems. The research results include: the methodology for the building and general structures of UAV-, IoT-, and DT-based SMs in industrial facilities as multi-level systems; reliability models for SMs considering the applied technologies and operation modes (normal and emergency); and industrial cases of SMs for manufacture and nuclear power plants. The results obtained are the basis for further development of the theory and for practical applications of SMs in industrial facilities within the framework of the implementation and improvement of Industry 4.0 principles.
引用
收藏
页数:31
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