Skip to main content

The Surface Deformation Prediction of Ship-Hull Plate for Line Heating

  • Conference paper
  • First Online:
Frontier Computing

Part of the book series: Lecture Notes in Electrical Engineering ((LNEE,volume 375))

  • 1317 Accesses

Abstract

Line Heating (LH) is the main method for forming ship-hull plates. And it’s mainly operated by skilled workers manually, so the accuracy of final shape and the productivity solely depend on the experience of the workers. In order to predict the surface deformation of plates, a new method is developed to determine the processing parameters and improve the productivity. Firstly, LH process is simulated by Finite Element Analysis (FEA) according to the complexity of LH mechanism. Secondly, a model of Artificial Neural Network (ANN) is established. Finally, the computation results of simulation by FEA are applied to train the ANN model. In the way, a method of surface deformation prediction is proposed for real time analysis.

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 169.00
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 219.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book
USD 219.99
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

Similar content being viewed by others

References

  1. Zhang HR (2003) SVM based on nonlinear system identification. J Syst Simul 15(1):119–121

    Google Scholar 

  2. Smits GF, Jordan EM (2002) Improved SVM regression using mixtures of kernels. In: Proceedings of the 2002 international joint conference on neural networks, vol 3(3). Honolulu, USA, pp 2785–2790

    Google Scholar 

  3. Qi L, Zhang CL (2013) Effect of forming factors on surface temperature and residual deformation of the plate in line heating. Int J Mater Struct Integrity 7(1):171–181

    Article  Google Scholar 

Download references

Acknowledgements

The authors would like to acknowledge the support of Industry-Academia Cooperation Innovation Fund Projects of Jiangsu Province (BY2011143), the support of the Special Natural Science Foundation for Innovative Group of Jiangsu University during the course of this work.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Liang Qi .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2016 Springer Science+Business Media Singapore

About this paper

Cite this paper

Qi, L., Yu, F., Song, J., Zhao, X. (2016). The Surface Deformation Prediction of Ship-Hull Plate for Line Heating. In: Hung, J., Yen, N., Li, KC. (eds) Frontier Computing. Lecture Notes in Electrical Engineering, vol 375. Springer, Singapore. https://doi.org/10.1007/978-981-10-0539-8_82

Download citation

  • DOI: https://doi.org/10.1007/978-981-10-0539-8_82

  • Published:

  • Publisher Name: Springer, Singapore

  • Print ISBN: 978-981-10-0538-1

  • Online ISBN: 978-981-10-0539-8

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics