Model-Based Verification Strategies Using SysML and Bayesian Networks

被引:0
作者
Gregory, Joe [1 ]
Salado, Alejandro [1 ]
机构
[1] Univ Arizona, Dept Syst & Ind Engn, Tucson, AZ 85721 USA
来源
PROCEEDINGS OF THE 2023 CONFERENCE ON SYSTEMS ENGINEERING RESEARCH, CSER 2023 | 2024年
关键词
Model-based systems engineering; Verification; Bayesian networks; SysML;
D O I
10.1007/978-3-031-49179-5_2
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
In this chapter, the authors outline an approach to formally model verification strategies using Systems Modeling Language (SysML) in a way that enables the automatic generation of the corresponding Bayesian network. The approach includes the development of a verification metamodel that can be represented as a SysML profile. A notional example is included, in which a CubeSat verification strategy is produced in accordance with the SysML profile and a representative Bayesian network is created. Results from the Bayesian update are presented, and the impact on the SysML model is discussed. Further work will focus on the continued development of this metamodel, the integration of the plug-in to automatically generate the corresponding Bayesian network, and more detailed case studies.
引用
收藏
页码:19 / 33
页数:15
相关论文
共 32 条
[21]  
Salado A., 2013, 23 ANN INT S INT COU, V2, P1244
[22]  
Salado A., 2014, SECESA
[23]   Elemental patterns of verification strategies [J].
Salado, Alejandro ;
Kannan, Hanumanthrao .
SYSTEMS ENGINEERING, 2019, 22 (05) :370-388
[24]   Constructing True Model-Based Requirements in SysML [J].
Salado, Alejandro ;
Wach, Paul .
SYSTEMS, 2019, 7 (02)
[25]   A mathematical model of verification strategies [J].
Salado, Alejandro ;
Kannan, Hanumanthrao .
SYSTEMS ENGINEERING, 2018, 21 (06) :593-608
[26]   Defining Better Test Strategies with Tradespace Exploration Techniques and Pareto Fronts: Application in an Industrial Project [J].
Salado, Alejandro .
SYSTEMS ENGINEERING, 2015, 18 (06) :639-658
[27]  
Salau AO, 2020, Advances in Computational Intelligence Techniques, P1, DOI [10.1007/978-981-15-2620-6_1, DOI 10.1007/978-981-15-2620-6_1]
[28]   Using SysML for Verification and Validation Planning on the Large Synoptic Survey Telescope (LSST) [J].
Selvy, Brian M. ;
Claver, Charles ;
Angeli, George .
MODELING, SYSTEMS ENGINEERING, AND PROJECT MANAGEMENT FOR ASTRONOMY VI, 2014, 9150
[29]  
Xu P, 2022, IEEE Open J. Syst. Eng. PP, P1
[30]   A UCB-Based Tree Search Approach to Joint Verification-Correction Strategy for Large-Scale Systems [J].
Xu, Peng ;
Deng, Xinwei ;
Salado, Alejandro .
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2023, 53 (09) :5430-5441