DocumentCode
133478
Title
A framework to model big data driven complex cyber physical control systems
Author
Lichen Zhang
Author_Institution
Fac. of Comput. Sci. & Technol., Guangdong Univ. of Technol., Guangzhou, China
fYear
2014
fDate
12-13 Sept. 2014
Firstpage
283
Lastpage
288
Abstract
First, big data driven cyber physical systems (CPS) have big data characteristics. Big Data is usually described by the following aspects - Volume, Velocity, Variety, Veracity, Validity, Value, and Volatility. Second, big data driven CPS have special characteristics and requirements that must be met during system development. These big data characteristics and special characteristics requires methods and techniques for the data specification, modeling, capture, transfer, management and algorithms for their collection, transfer, analysis, storage and processing. The design methods for big data driven cyber physical systems not only meet multiple V´s characteristics, but also must meet special characteristics of CPS such as spatio-temporal requirements and real time communication requirements. In this paper, a model based approach is proposed for modeling big data driven cyber physical systems based on integration of AADL, Modelicaml and clock theory, the proposed approach allows the design of object-oriented and component model for big data driven CPS, the main advantages of the proposed approach are its capacity to take into account big data properties and cyber physical system properties through specialized concepts in rigorous, easy and expressive manner. The proposed approach is illustrated by a case study of conceptual design of aviation cyber physical systems.
Keywords
Big Data; data analysis; data models; AADL; Modelicaml-and-clock theory; aviation cyber physical systems; big data characteristics; big data driven CPS; big data driven cyber physical systems; data analysis; data capturing; data collection; data management; data modeling; data processing; data specification; data storage; data transfer; real time communication requirements; spatio-temporal requirements; Big data; Clocks; Data models; Object oriented modeling; Real-time systems; Sensors; Unified modeling language; AADL; Big data; Cyber physical systems; Modelicaml; conceptual design;
fLanguage
English
Publisher
ieee
Conference_Titel
Automation and Computing (ICAC), 2014 20th International Conference on
Conference_Location
Cranfield
Type
conf
DOI
10.1109/IConAC.2014.6935501
Filename
6935501
Link To Document