Skip to main content
SpringerLink
Log in
Book cover

Asian Simulation Conference

AsiaSim 2013: AsiaSim 2013 pp 421–428Cite as

Detection Method for Credibility Defect of Simulation Based on Sobol’ Method and Orthogonal Design

  • Conference paper

Part of the book series: Communications in Computer and Information Science ((CCIS,volume 402))

Abstract

Against the defect detection problem of simulation credibility, a method based on Sobol’ method and orthogonal design is proposed. Firstly, taking acceptable range of simulation credibility as measurement standard, then credible indexes and incredible indexes of simulation system are determined. Secondly, experiment scheme is arranged according to an extended table transformed from orthogonal table, and incredible index’s defect rank is judged by experimental result analysis combining with membership function of defect rank. Thirdly, Latin Hypercube sampling is taken from relevant indexes of incredible index, and then sensitivity coefficients of relevant indexes are calculated using Sobol’ method. Finally an example is given to validate the effectiveness of the proposed method.

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

Chapter
USD   29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD   39.99
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD   54.99
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

Learn about institutional subscriptions

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

References

  1. Carson, J.S.: Introduction to Modeling and Simulation. In: Ingalls, R.G., Rossetti, M.D., Smith, J.S., Peters, B.A. (eds.) Proceedings of the 2004 Winter Simulation Conference, pp. 7–13. IEEE Press, Orlando (2003)

    Google Scholar 

  2. Bazilevs, Y., Hsu, M.C., Zhang, Y.: A Fully-Coupled Fluid-Structure Interaction Simulation of Cerebral Aneurysms. Computational Mechanics 46(1), 3–16 (2010)

    Article  MathSciNet  MATH  Google Scholar 

  3. Li, W., Joos, G., Belanger, J.: Real-Time Simulation of a Wind Turbine Generator Coupled with a Battery Supercapacitor Energy Storage System. IEEE Transactions on Industrial Electronics 57(4), 1137–1145 (2010)

    Article  Google Scholar 

  4. Fang, K., Wang, Z.C.: CES Net Method for Simulation System’s Credibility Evaluation. Control and Decision 26(5), 737–742 (2011)

    MathSciNet  Google Scholar 

  5. Parker, M.W., Shoop, S.A., Coutermarsh, B.A., Wesson, K.D., Stanley, J.M.: Verification and Validation of a Winter Driving Simulator. Journal of Terramechanics 46, 127–139 (2009)

    Article  Google Scholar 

  6. Robinson, S., Brooks, R.J.: Independent Verification and Validation of an Industrial Simulation Model. Simulation 86(7), 405–416 (2010)

    Article  Google Scholar 

  7. Liu, F., Yang, M.: An Optimal Design Method for Simulation Verification, Validation and Accreditation Schemes. Simulation 85(6), 375–386 (2009)

    Article  Google Scholar 

  8. Sobol, I.M.: On Sensitivity Estimates for Nonlinear Mathematical Models. Matem Modelirovanie 2(1), 112–118 (1990)

    MathSciNet  MATH  Google Scholar 

Download references

Author information

Authors and Affiliations

  1. Control and Simulation Center, Harbin Institute of Technology, 150080, Harbin, P.R. China

    Zhong Zhang, Ke Fang, Fang Wu & Ming Yang

Authors
  1. Zhong Zhang
    View author publications

    You can also search for this author in PubMed Google Scholar

  2. Ke Fang
    View author publications

    You can also search for this author in PubMed Google Scholar

  3. Fang Wu
    View author publications

    You can also search for this author in PubMed Google Scholar

  4. Ming Yang
    View author publications

    You can also search for this author in PubMed Google Scholar

Editor information

Editors and Affiliations

  1. School of Computing National University of Singapore, 13 Computing Drive, 117417, Singapore

    Gary Tan

  2. Society of Simulation and Gaming of Singapore c/o School of Computing National University of Singapore, 13 Computing Drive, 117417, Singapore

    Gee Kin Yeo

  3. School of Computer Engineering, Nanyang Technological University, Nanyang Avenue, 639798, Singapore

    Stephen John Turner

  4. School of Computing, National University of Singapore, 13 Computing Drive, 117417, Singapore

    Yong Meng Teo

Rights and permissions

Reprints and permissions

Copyright information

© 2013 Springer-Verlag Berlin Heidelberg

About this paper

Cite this paper

Zhang, Z., Fang, K., Wu, F., Yang, M. (2013). Detection Method for Credibility Defect of Simulation Based on Sobol’ Method and Orthogonal Design. In: Tan, G., Yeo, G.K., Turner, S.J., Teo, Y.M. (eds) AsiaSim 2013. AsiaSim 2013. Communications in Computer and Information Science, vol 402. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-45037-2_45

Download citation

  • DOI: https://doi.org/10.1007/978-3-642-45037-2_45

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-45036-5

  • Online ISBN: 978-3-642-45037-2

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics

Search

Navigation