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Data mining meets system modelling

Published: 14 October 2018 Publication History

Abstract

Motivated by the system management concept of Integrated Modular Avionics (IMA), where the system is manually divided into a hierarchical structure of clusters of closely related system components, so called integration areas, we introduce a data mining-based approach to automatically calculate such integration areas or clusters. Thus, facilitating the modelling process by clustering software components with dense intercommunication, achieving in this way a reduced off-board intercommunication, once the software is mapped to the underlying hardware. Even though the idea emerged from the avionics domain, the proposed approach can be applied to other domains, e.g., automotive, as well.

References

[1]
European Standard 4660. 2011. Aerospace series - Modular and Open Avionics Architectures, Parts 001--005.
[2]
NATO Standardization Agreement. 2011. STANAG 4626: Parts I-VI.
[3]
A. Aleti, B. Buhnova, L. Grunske, A. Koziolek, and I. Meedeniya. 2013. Software Architecture Optimization Methods: A Systematic Literature Review. IEEE Trans. Softw. Eng. (2013).
[4]
Björn Annighöfer and Frank Thielecke. 2015. A Systems Architecting Framework For Optimal Distributed Integrated Modular Avionics Architectures. CEAS Aeronaut Journal (2015).
[5]
ARINC 653-1. 2003. Avionics Application Software Standard Interface.
[6]
Len Bass, Paul Clements, and Rick Kazman. 2003. Software Architecture in Practice. Addison-Wesley.
[7]
B. Dougherty, D. C. Schmidt, J. White, R. Kegley, and J. Preston. 2011. Deployment Optimization for Embedded Flight Avionics Systems. CrossTalk (2011).
[8]
Eder et al. 2017. Bringing DSE to Life: Exploring the Design Space of an Industrial Automotive Use Case. In 20th ACM/IEEE MODELS 2017. IEEE Computer Society.
[9]
Murtagh et al. 2011. Methods of Hierarchical Clustering. CoRR (2011).
[10]
Özisikyilmaz et al. 2008. Efficient System Design Space Exploration Using Machine Learning Techniques. In Proceedings of the 45th DAC 2008. ACM.
[11]
Richard Garside and Jr. F. Joe Pighetti. 2007. Integrating Modular Avionics: A new role emerges. In IEEE/AIAA 26th. DASC 07.
[12]
Jiawei Han and Micheline Kamber. 2000. Data Mining: Concepts and Techniques. Morgan Kaufmann Publishers Inc., San Francisco, CA, USA.
[13]
V. Januzaj, S. Kugele, F. Biechele, and R. Mauersberger. 2012. A Configuration Approach for IMA Systems. In Software Engineering and Formal Methods (SEFM).
[14]
V. Januzaj, R. Mauersberger, and F. Biechele. 2009. Performance Modelling for Avionics Systems. In Computer Aided Systems Theory - EUROCAST 2009.
[15]
RTCA DO-297. 2005. Integrated Modular Avionics (IMA) Development Guidance and Certification Considerations.

Cited By

View all
  • (2020)A Survey of Optimal Hardware and Software Mapping for Distributed Integrated Modular Avionics SystemsApplied Sciences10.3390/app1008267510:8(2675)Online publication date: 13-Apr-2020
  • (2019)On the Structure of Avionics Systems ArchitectureSystem Analysis and Modeling. Languages, Methods, and Tools for Industry 4.010.1007/978-3-030-30690-8_8(139-149)Online publication date: 9-Sep-2019

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Published In

cover image ACM Conferences
MODELS '18: Proceedings of the 21st ACM/IEEE International Conference on Model Driven Engineering Languages and Systems: Companion Proceedings
October 2018
214 pages
Permission to make digital or hard copies of part or all of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for third-party components of this work must be honored. For all other uses, contact the Owner/Author.

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Publication History

Published: 14 October 2018

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Author Tags

  1. cyber-physical systems
  2. data mining
  3. system modelling

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MODELS '18 Paper Acceptance Rate 19 of 29 submissions, 66%;
Overall Acceptance Rate 144 of 506 submissions, 28%

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Cited By

View all
  • (2020)A Survey of Optimal Hardware and Software Mapping for Distributed Integrated Modular Avionics SystemsApplied Sciences10.3390/app1008267510:8(2675)Online publication date: 13-Apr-2020
  • (2019)On the Structure of Avionics Systems ArchitectureSystem Analysis and Modeling. Languages, Methods, and Tools for Industry 4.010.1007/978-3-030-30690-8_8(139-149)Online publication date: 9-Sep-2019

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