0
Views
0
CrossRef citations to date
0
Altmetric
Research Article

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

, , , &
Received 18 Sep 2023, Accepted 24 May 2024, Published online: 06 Jul 2024

References

  • Akundi, A., and V. Lopez. 2021. “A Review on Application of Model Based Systems Engineering to Manufacturing and Production Engineering Systems.” Procedia Computer Science 185: 101–108. https://doi.org/10.1016/j.procs.2021.05.011.
  • Bajaj, M., S. Friedenthal, and E. Seidewitz. 2022. “Systems Modeling Language (SysML v2) Support for Digital Engineering.” INSIGHT 25: 19–24. https://doi.org/10.1002/inst.12367.
  • Ballard, M., R. Peak, S. Cimtalay, and D. Mavris. 2020. “Bidirectional Text-to-Model Element Requirement Transformation.” Presented at the 2020 IEEE Aerospace Conference, 1–14. https://doi.org/10.1109/AERO47225.2020.9172306.
  • Ben Abdessalem Karaa, W., Z. Ben Azzouz, A. Singh, N. S. Dey, A. Ashour, and H. Ben Ghazala. 2016. “Automatic Builder of Class Diagram (ABCD): An Application of UML Generation from Functional Requirements.” Software: Practice and Experience 46: 1443–1458. https://doi.org/10.1002/spe.2384.
  • Bhattacharya, Indrajit, and Lise Getoor. 2006. “A Latent Dirichlet Model for Unsupervised Entity Resolution.” In Proceedings of the 2006 SIAM International Conference on Data Mining.
  • Bhattacharya, I., and L. Getoor. 2007. “Collective Entity Resolution in Relational Data.” ACM Transactions on Knowledge Discovery from Data 1: 5-es. https://doi.org/10.1145/1217299.1217304.
  • Bombieri, N., E. Ebeid, F. Fummi, and M. Lora. 2013. “On the Reuse of Heterogeneous IPs Into SysML Models for Integration Validation.” Journal of Electronic Testing 29: 647–667. https://doi.org/10.1007/s10836-013-5409-5.
  • Cao, Y., Y. Liu, H. Wang, J. Zhao, and X. Ye. 2019. “Ontology-based Model-Driven Design of Distributed Control Applications in Manufacturing Systems.” Journal of Engineering Design 30: 523–562. https://doi.org/10.1080/09544828.2019.1642459.
  • Chen, L., Z. Li, Y. Wang, T. Xu, Z. Wang, and E. Chen. 2020. “MMEA: Entity Alignment for Multi-Modal Knowledge Graph.” In Knowledge Science, Engineering and Management, edited by G. Li, H. T. Shen, Y. Yuan, X. Wang, H. Liu, and X. Zhao, 134–147. Cham: Springer International Publishing. https://doi.org/10.1007/978-3-030-55130-8_12.
  • Cheong, H., and A. Butscher. 2019. “Physics-based Simulation Ontology: An Ontology to Support Modelling and Reuse of Data for Physics-Based Simulation.” Journal of Engineering Design 30: 655–687. https://doi.org/10.1080/09544828.2019.1644301.
  • Christen, P. 2008. “Automatic Training Example Selection for Scalable Unsupervised Record Linkage.” In Advances in Knowledge Discovery and Data Mining, Lecture Notes in Computer Science, edited by T. Washio, E. Suzuki, K. M. Ting, and A. Inokuchi, 511–518. Berlin, Heidelberg: Springer. https://doi.org/10.1007/978-3-540-68125-0_45.
  • Colombo, P., F. Khendek, and L. Lavazza. 2012. “Bridging the gap Between Requirements and Design: An Approach Based on Problem Frames and SysML.” Journal of Systems and Software 85: 717–745. https://doi.org/10.1016/j.jss.2011.09.046.
  • Devlin, J., M.-W. Chang, K. Lee, and K. Toutanova. 2019. BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.
  • Eguchi, T., T. Gotoh, T. Koga, and K. Aoyama. 2010. “Impact Analysis of Design Change Based on Requirement Model of Mechatronics Product.” Transactions of the Japan Society of Mechanical Engineers C 76: 771. https://doi.org/10.1299/kikaib.76.765_771.
  • Estefan, J. A. 2008. “Survey of Model-Based Systems Engineering (MBSE) Methodologies”.
  • Friedenthal, S., R. Griego, and M. Sampson. 2009. “INCOSE Model Based Systems Engineering (MBSE) Initiative”.
  • Fu, C., J. Liu, and S. Wang. 2021. “Building SysML Model Graph to Support the System Model Reuse.” IEEE Access 9: 132374–132389. https://doi.org/10.1109/ACCESS.2021.3115165.
  • Gallego, E., J. Alvarez-Rodríguez, and J. Llorens. 2015. “Reuse of Physical System Models by means of Semantic Knowledge Representation: A Case Study applied to Modelica.” Proceedings of the 11-th International Modelica Conference, https://doi.org/10.3384/ecp15118747.
  • Holt, J., S. Perry, and M. Brownsword. 2016. “Foundations for model-based systems engineering: from patterns to models.”.
  • Jin, X., C. Sun, L. Lin, and X. Wang. 2014. “Exploiting Multiple Resources for Word-Phrase Semantic Similarity Evaluation.” In Chinese Computational Linguistics and Natural Language Processing Based on Naturally Annotated Big Data, Lecture Notes in Computer Science, edited by M. Sun, Y. Liu, and J. Zhao, 46–57. Cham: Springer International Publishing. https://doi.org/10.1007/978-3-319-12277-9_5.
  • Lacoste-Julien, S., K. Palla, A. Davies, G. Kasneci, T. Graepel, and Z. Ghahramani. 2013. “SIGMA: Simple Greedy Matching for Aligning Large Knowledge Bases.” Proceedings of the 19th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, KDD ‘13. Association for Computing Machinery, New York, NY, USA, pp. 572–580. https://doi.org/10.1145/2487575.2487592.
  • Lee, S. P., and C. Rolland. 2000. “Achieving Reuse Via a Generic Model of Reusable Components.” International Journal of Modelling and Simulation 20: 12–19. https://doi.org/10.1080/02286203.2000.11442134.
  • Letsholo, K. J., L. Zhao, and E.-V. Chioasca. 2013. “TRAM: A tool for transforming textual requirements into analysis models, in: 2013 28th IEEE/ACM International Conference on Automated Software Engineering (ASE).” Presented at the 2013 28th IEEE/ACM International Conference on Automated Software Engineering (ASE), 738–741. https://doi.org/10.1109/ASE.2013.6693146
  • Lin, L., J. Liu, and Y. Zheng. 2018. “Construction and Application of Fuzzy Ontology.” In Advances in Computer Science and Ubiquitous Computing, Lecture Notes in Electrical Engineering, edited by J. J. Park, V. Loia, G. Yi, and Y. Sung, 487–493. Singapore: Springer Singapore. https://doi.org/10.1007/978-981-10-7605-3_80.
  • Llorens, J., J. M. Fuentes, and J. Morato. 2004. “UML Retrieval and Reuse Using XMI.” Presented at the Software Engineering, ACTA Press.
  • Mazzini, S., J. Favaro, R. Schreiner, U. Lang, and H.-P. de Koning. 2012. “Improving Requirements Engineering within the European Space Industry.” Presented at the Embedded Real Time Software and Systems (ERTS2012).
  • McCallum, A., and B. Wellner. 2004. “Conditional Models of Identity Uncertainty with Application to Noun Conference.” Advances in Neural Information Processing Systems. MIT Press.
  • Mendieta, R., J. L. De La Vara, J. Llorens, and J. M. Álvarez-Rodríguez. 2017. “Towards Effective SysML Model Reuse.” Proceedings of the 5th International Conference on Model-Driven Engineering and Software Development. Presented at the 5th International Conference on Model-Driven Engineering and Software Development, SCITEPRESS - Science and Technology Publications, Porto, Portugal, pp. 536–541. https://doi.org/10.5220/0006267605360541.
  • OMG Systems Modeling LanguageTM(SysML®). Version 2.0 Beta 1 Part 2: SysML v1 to SysML v2 Transformation (No. ptc/2023-06-03), 2023. the Object Management Group (OMG).
  • Pan, X., X. Li, Q. Li, Z. Hu, and J. Bao. 2024. “Evolving to Multi-Modal Knowledge Graphs for Engineering Design: State-of-the-art and Future Challenges.” Journal of Engineering Design 0: 1–40. https://doi.org/10.1080/09544828.2023.2301230.
  • Rashid, M., M. W. Anwar, and A. M. Khan. 2015. “Toward the Tools Selection in Model Based System Engineering for Embedded Systems-A Systematic Literature Review.” Journal of Systems and Software 106), https://doi.org/10.1016/j.jss.2015.04.089.
  • Shinozaki, M., F. Mhenni, J.-Y. Choley, and A. Ming. 2017. “Reuse of SysML Model to Support Innovation in Mechatronic Systems Design.” Presented at the 2017 Annual IEEE International Systems Conference (SysCon), 1–6. https://doi.org/10.1109/SYSCON.2017.7934709.
  • Siddharth, L., G. Li, and J. Luo. 2022. “Enhancing Patent Retrieval Using Text and Knowledge Graph Embeddings: A Technical Note.” Journal of Engineering Design 33: 670–683. https://doi.org/10.1080/09544828.2022.2144714.
  • Thomas. 2007. Data Quality and Record Linkage Techniques. New York, NY: Springer.
  • Vigo, M., N. Matentzoglu, C. Jay, and R. Stevens. 2019. “Comparing Ontology Authoring Workflows with Protégé: In the Laboratory, in the Tutorial and in the ‘Wild.’.” Journal of Web Semantics 57: 100473. https://doi.org/10.1016/j.websem.2018.09.004.
  • Wan, W., H. Cheong, W. Li, Y. Zeng, and F. Iorio. 2016. “Automated Transformation of Design Text ROM Diagram Into SysML Models.” Advanced Engineering Informatics 30: 585–603. https://doi.org/10.1016/j.aei.2016.07.003.
  • Wang, H., V. Thomson, and C. Tang. 2018. “Change Propagation Analysis for System Modeling Using Semantic Web Technology.” Advanced Engineering Informatics 35: 17–29. https://doi.org/10.1016/j.aei.2017.11.004.
  • Wang, P., J. Wu, and X. Chen. 2022. “Multimodal Entity Linking with Gated Hierarchical Fusion and Contrastive Training.” Proceedings of the 45th International ACM SIGIR Conference on Research and Development in Information Retrieval, SIGIR ‘22. Association for Computing Machinery, New York, NY, USA, pp. 938–948. https://doi.org/10.1145/3477495.3531867.
  • Wang, F., Z.-B. Yang, Z.-Q. Huang, C.-W. Liu, Y. Zhou, J.-P. Bodeveix, and M. Filali. 2020. “An Approach to Generate the Traceability Between Restricted Natural Language Requirements and AADL Models.” IEEE Transactions on Reliability 69: 154–173. https://doi.org/10.1109/TR.2019.2936072.
  • Wang, M., Y. Zeng, L. Chen, and A. Eberlein. 2013. “An Algorithm for Transforming Design Text ROM Diagram Into FBS Model.” Computers in Industry 64: 499–513. https://doi.org/10.1016/j.compind.2013.02.007.
  • Yuan, W., Y. Liu, J. Zhao, and H. Wang. 2016. “Pattern-based Integration of System Optimization in Mechatronic System Design.” Advances in Engineering Software 98: 23–37. https://doi.org/10.1016/j.advengsoft.2016.03.005.
  • Yue, T., L. C. Briand, and Y. Labiche. 2013. “Facilitating the Transition from use Case Models to Analysis Models.” ACM Transactions on Software Engineering and Methodology 22 (5): 1–5. https://doi.org/10.1145/2430536.2430539.
  • Yue, T., L. C. Briand, and Y. Labiche. 2015. “aToucan: An Automated Framework to Derive UML Analysis Models from Use Case Models.” ACM Transactions on Software Engineering and Methodology 24 (13): 1–13. https://doi.org/10.1145/2699697.
  • Zhang, Y., G. Jacobs, W. Yu, G. Hoepfner, and J. Berroth. 2023. “A System Modeling Process Based on SysML to Support Data Consistency Across System Requirement, Function, and Solution Model Layers.” Journal of Engineering Design 34: 674–690. https://doi.org/10.1080/09544828.2023.2247860.
  • Zhou, L., T. Wang, H. Qu, L. Huang, and Y. Liu. 2020. A Weighted GCN with Logical Adjacency Matrix for Relation Extraction. Santiago: de Compostela.

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.