Skip to main content

Abstract

Between the recent advances in manufacturing engineering stands Tailored Forming, a process chain that produces massive hybrid material components through the use of different forming techniques. The motivation behind such a process is the achievement of higher performance parts, such as lightweight or local integrated functions. Thereby, new restrictions take place in the design of these parts, requiring the implementation of a suitable multi-material design methodology to attend user requirements. One of these new challenges is the design of the joining zone between the two metals, which presents limited controllability during the manufacturing process. With this objective, here is proposed the use of a Case Based Reasoning (CBR) system as design method. For that, a parametric model is created and, through an interface between CAD and finite element systems, a solution space is generated and analyzed, forming the first case-base. A comparison analysis of these results is executed, bringing valuable information for the current research. At the end, a similarity method is implemented in order to propose the most suitable solution among all variations based on specified requirements. With that, this tool will support the user on the creation of new cases and the machine learning process on storing the knowledge.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 129.00
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 169.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

References

  1. Aamodt, A.: Plaza. E.: Case-based reasoning: foundational issues, methodological variations, and system approaches. AI Commun. 7(6), 39–59 (1994)

    Google Scholar 

  2. Abaqus CAE Version 6.14-2. Dassault Systemes © (2014)

    Google Scholar 

  3. Behrens, B.-A., Bouguecha, A., Frischkorn, C., Huskic, A., Stakhieva A., Duran, D.: Tailored forming technology for three dimensional components: approaches to heating and forming. In: 5th International Conference on Thermomechanical Processing, Milan, Italy, 26–28 October 2016. Associazione Italiana Di Metallurgia, Milan (2016)

    Google Scholar 

  4. Behrens, B.-A., Bouguecha, A., Moritz, J., Bonk, C., Stonis, M., Klose, C., Blohm, T., Chugreeva, A., Duran, D., Matthias, T., Golovko, O., Thürer, S. E., Uhe, J.: Aktuelle Forschungsschwerpunkte in der Massivumformung. 22. Umformtechnisches Kolloquium, Hannover, Germany, 15–16 March 2017, Hannoversche Forschungsinstitut für Fertigungsfragen, Hannover (2017)

    Google Scholar 

  5. Behrens, B.-A., Overmeyer, L., Barroi, A., Frischkorn, C., Hermsdorf, J., Kaierle, S., Stonis, M., Huskic, A.: Basic study on the process combination of deposition welding and subsequent hot bulk forming. Prod. Eng. 7(6), 585–591 (2013). https://doi.org/10.1007/s11740-013-0478-y

    Article  Google Scholar 

  6. Beierle, C., Kern-Isberner, G.: Methoden wissensbasierter Systeme: Grundlagen. Algorithmen, Anwendungen. Computational Intelligence, German Edition (2008)

    Google Scholar 

  7. Bergmann, R., Althoff, K.D., Breen, S., Göker, M., Manago, M., Traphöner, R., Wess, S.: Developing industrial case-based reasoning applications: The INRECA methodology. Springer Science & Business Media (2003)

    Google Scholar 

  8. Bibani, M., Gembarski, P.C., Lachmayer, R.: Ein wissensbasiertes System zur Konstruktion von Staubabscheidern. In: DFX 2017: Proceedings of the 28th Symposium Design for X, 4–5 October 2017, Bamburg, Germany (2017)

    Google Scholar 

  9. Brockmoeller, T., Gembarski, P.C., Mozgova, I., Lachmayer, R.: Design catalogue in a CAE environment for the illustration of tailored forming. In: 59th Ilmenau Scientific Colloquium, Ilmenau, Germany, 11–15 September 2017. Technische Universität Ilmenau (2017)

    Google Scholar 

  10. Freudenthaler, B.: Case-based Reasoning (CBR): Grundlagen und ausgewählte Anwendungsgebiete des fallbasierten Schließens. VDM Verlag, Saarbrücken (2008)

    Google Scholar 

  11. Gembarski, P.C., Li, H., Lachmayer, R.: KBE-Modeling techniques in standard CAD-systems: case study – autodesk inventor professional. In: Managing Complexity – Proceedings of the 8th Mass Customization, Personalization and Co-creation Conference, 20–22 October 2015, Montreal, Canada (2015)

    Google Scholar 

  12. Inventor Professional, Version 2017 RTM, Autodesk Inc. © (2016)

    Google Scholar 

  13. Kleemann, S., Fröhlich, T., Türck, E., Vietor, T.: A methodological approach towards multi-material design of automotive components. Procedia CIRP 60, 68–73 (2017). https://doi.org/10.1016/j.procir.2017.01.010

    Article  Google Scholar 

  14. Maher, M.L., Pu, P.: Issues and Applications of Case-Based Reasoning to Design. Taylor & Francis. https://doi.org/10.4324/9781315805894

  15. Richter, M.M., Weber, R.O.: Case-Based Reasoning. Springer, Berlin (2016). https://doi.org/10.1007/978-3-642-40167-1

  16. SFB 1153: Prozesskette zur Herstellung hybrider Hochleistungsbauteile durch Tailored Forming, https://www.sfb1153.uni-hannover.de/sfb1153.html. Accessed 08 Apr 2018

  17. Ullman, D.G.: The Mechanical Design Process, vol. 2. McGraw-Hill, New York (1992)

    Google Scholar 

Download references

Acknowledgment

The results presented in this paper were obtained under the umbrella of Collaborative Research Centre 1153 “Process Chain for Manufacturing Hybrid High Performance Components by Tailored Forming”, preliminary inspection project C2. The authors would like to thank the German Research Foundation (DFG) and the CRC 1153 for its financial and organizational support.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Renan Siqueira .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2019 Springer Nature Switzerland AG

About this paper

Check for updates. Verify currency and authenticity via CrossMark

Cite this paper

Siqueira, R., Bibani, M., Mozgova, I., Lachmayer, R. (2019). Case-Based Parametric Analysis: A Method for Design of Tailored Forming Hybrid Material Component. In: Świątek, J., Borzemski, L., Wilimowska, Z. (eds) Information Systems Architecture and Technology: Proceedings of 39th International Conference on Information Systems Architecture and Technology – ISAT 2018. ISAT 2018. Advances in Intelligent Systems and Computing, vol 853. Springer, Cham. https://doi.org/10.1007/978-3-319-99996-8_2

Download citation

Publish with us

Policies and ethics