Skip to main content

Demonstration of an Airframe Digital Twin Framework Using a CF-188 Full-Scale Component Test

  • Conference paper
  • First Online:
ICAF 2019 – Structural Integrity in the Age of Additive Manufacturing (ICAF 2019)

Part of the book series: Lecture Notes in Mechanical Engineering ((LNME))

Included in the following conference series:

Abstract

The airframe digital twin (ADT) framework is a potential game-changing fleet management concept recently proposed by the United States Air Force to allow proactive and cost-effective decisions on an individual aircraft basis. The National Research Council of Canada is currently demonstrating the ADT framework using a CF–188 full-scale component test to assess the adaptability of this approach for Royal Canadian Air Force (RCAF) fleets. An in-house analysis tool is being developed to perform quantitative risk assessment (QRA) based on the Bayesian inference method using individual aircraft tracking and non-destructive inspection data. The modular components of the ADT tool, currently being validated, include load and crack size distribution updating, material initial discontinuity state, residual stress effects, load transfer functions, crack tip stress intensity factor calculations, and crack growth predictions. Test cases analysed to verify and validate these modules showed the benefits of the Bayesian updating approach for performing QRA with inputs that are initially scarce and become less uncertain throughout the service life of the aircraft. Short-term benefits expected from the application of the ADT approach in the RCAF fleet management include a better use of the IAT data and an improvement in fatigue life estimation. In the longer term, a higher return on investment is foreseen in terms of improved life cycle management, increased fleet availability, and reduced total fleet ownership costs.

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 259.00
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 329.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book
USD 329.99
Price excludes VAT (USA)
  • Durable hardcover 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

  • Hines, W.W., Montgomery, D.C.: Probability and Statistics in Engineering and Management Sciences, 3rd edn. Wiley, New York, USA (1990)

    MATH  Google Scholar 

  • Liao, M., Renaud, G., Bombardier, Y.: Airframe digital twin (adt) technology adaptability assessment and technology development roadmap. NRC Technical Report, LTR-SMM-2018-0063, March 2018

    Google Scholar 

  • Molent, L., Sun, Q., Green, A.J.: Characterisation of equivalent initial flaw sizes in 7050 aluminium alloy. Fatigue Fract. Eng. Mater. Struct. 29(11), 916–937 (2006)

    Article  Google Scholar 

  • ODASD (Office of the Deputy Assistant Secretary of Defense): Initiatives – Digital Engineering – Definitions (2018). https://www.acq.osd.mil/se/initiatives/init_de_def.html

  • Renaud, G., Martin, P., Liao, M.: Experimental life improvement quantification of a robotized shot peening modification. In: The Aircraft Airworthiness & Sustainment Conference, Phoenix, Arizona, May 22–25, 2017

    Google Scholar 

  • Salvatier, J., Wiecki, T.V., Fonnesbeck, C.: Probabilistic programming in Python using PyMC3. PeerJ Comput. Sci. 2, e55 (2016). https://doi.org/10.7717/peerj-cs.55

    Article  Google Scholar 

  • Tuegel, E., Kobryn, P., Henderson, D.: Developing the airframe digital twin. In: The Aircraft Airworthiness & Sustainment Conference, Baltimore, MD, March 30–April 2, 2016

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Guillaume Renaud .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

Âİ 2020 Crown

About this paper

Check for updates. Verify currency and authenticity via CrossMark

Cite this paper

Renaud, G., Liao, M., Bombardier, Y. (2020). Demonstration of an Airframe Digital Twin Framework Using a CF-188 Full-Scale Component Test. In: Niepokolczycki, A., Komorowski, J. (eds) ICAF 2019 – Structural Integrity in the Age of Additive Manufacturing. ICAF 2019. Lecture Notes in Mechanical Engineering. Springer, Cham. https://doi.org/10.1007/978-3-030-21503-3_14

Download citation

  • DOI: https://doi.org/10.1007/978-3-030-21503-3_14

  • Published:

  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-030-21502-6

  • Online ISBN: 978-3-030-21503-3

  • eBook Packages: EngineeringEngineering (R0)

Publish with us

Policies and ethics