C2PS: A Digital Twin Architecture Reference Model for the Cloud-Based Cyber-Physical Systems

被引:504
作者
Alam, Kazi Masudul [1 ]
El Saddik, Abdulmotaleb [1 ]
机构
[1] Univ Ottawa, Multimedia Comp Res Lab, Ottawa, ON K1N 6N5, Canada
关键词
Digital twin; cyber-physical systems; Internet-of-Things; social internet of vehicles; sensing-as-a-service; analytical modeling; SOCIAL INTERNET; SMART;
D O I
10.1109/ACCESS.2017.2657006
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Cyber-physical system (CPS) is a new trend in the Internet-of-Things related research works, where physical systems act as the sensors to collect real-world information and communicate them to the computation modules (i.e. cyber layer), which further analyze and notify the findings to the corresponding physical systems through a feedback loop. Contemporary researchers recommend integrating cloud technologies in the CPS cyber layer to ensure the scalability of storage, computation, and cross domain communication capabilities. Though there exist a few descriptive models of the cloud-based CPS architecture, it is important to analytically describe the key CPS properties: computation, control, and communication. In this paper, we present a digital twin architecture reference model for the cloud-based CPS, C2PS, where we analytically describe the key properties of the C2PS. The model helps in identifying various degrees of basic and hybrid computation-interaction modes in this paradigm. We have designed C2PS smart interaction controller using a Bayesian belief network, so that the system dynamically considers current contexts. The composition of fuzzy rule base with the B ayes network further enables the system with reconfiguration capability. We also describe analytically, how C2PS subsystem communications can generate even more complex system-of-systems. Later, we present a telematics-based prototype driving assistance application for the vehicular domain of C2PS, VCPS, to demonstrate the efficacy of the architecture reference model.
引用
收藏
页码:2050 / 2062
页数:13
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