Automatic generation of system model diagrams driven by multi-source heterogeneous data

被引:1
|
作者
Zhang, Qiang [1 ]
Liu, Jihong [1 ]
Li, Lin [1 ]
Chen, Xu [1 ]
Wang, Ruiwen [1 ]
机构
[1] Beihang Univ, Sch Mech Engn & Automat, Beijing, Peoples R China
关键词
Model-based systems engineering; knowledge graph; system model reuse; automatically generating system model diagrams; multi-source heterogeneous data; TEXT ROM DIAGRAM; SYSML MODEL; DESIGN; INTEGRATION; SELECTION; SUPPORT; REUSE;
D O I
10.1080/09544828.2024.2360853
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
The demand for functionality, performance, safety, and reliability in complex product domains is continuously increasing, leading to growing product complexity. Traditional document-based systems engineering approaches face numerous challenges in terms of communication efficiency, traceability, and maintenance when dealing with complex product system design. Consequently, Model-Based Systems Engineering (MBSE) has been widely adopted. To improve the efficiency of system modelling, an effective method is needed to automate the process by reusing existing design resources. This study proposes a knowledge graph-based approach for the automatic generation of system model diagrams, consisting of three main steps.Firstly, a system model graph is constructed using an existing system model repository. Then, the required modelling elements are extracted from design documents, and reusable model elements are obtained based on the system model graph. Lastly, a mapping relationship is established between system model elements extracted from multi-source heterogeneous data and SysML metamodel, enabling the automatic generation of system model diagrams based on SysML views. This approach effectively leverages the information from the existing system model repository and achieves automated mapping conversion from multi-source heterogeneous data to the SysML system model. A communication satellite case study is presented to demonstrate the capability of this method.
引用
收藏
页码:1442 / 1486
页数:45
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