[go: up one dir, main page]

Skip to main content

An Improved Monocular-Vision-Based Method for the Pose Measurement of the Disc Cutter Holder of Shield Machine

  • Conference paper
  • First Online:
Intelligent Robotics and Applications (ICIRA 2021)

Part of the book series: Lecture Notes in Computer Science ((LNAI,volume 13014))

Included in the following conference series:

Abstract

The manual disc cutter changing of the shield machine has greater security hidden danger, which leads to the urgent need to develop a disc cutter changing robot to replace the over-worn disc cutters. The rotation positioning error of the large diameter cutter head, the motion control error of the disc cutter changing robot, and the complexity of the disc cutter changing bin environment lead to the inaccuracy of the actual pose of the disc cutter. Therefore, it is necessary to increase the machine vision measurement system to accurately measure the pose of the disc cutter or its holder. This paper proposes a cutter holder positioning method, which uses the parallel line features and actual contour area of the cutter holder to determine its initial pose, and then uses the initial pose to calculates its accurate pose based on the distance matching method. The innovation of the method is that the pose measurement is carried out through the unique characteristics of the cutter holder, and it combines the initial pose estimation method based on the geometric characteristics of the cutter holder with the distance matching method which depends on the initial pose to solve the cutter holder pose. Simulation analysis shows that the accuracy of the proposed method is close to that of the most advanced PnP algorithms, and its robustness is better than others. Experimental results also verify the high accuracy of the proposed method.

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

Access this chapter

Subscribe and save

Springer+ Basic
$34.99 /Month
  • Get 10 units per month
  • Download Article/Chapter or eBook
  • 1 Unit = 1 Article or 1 Chapter
  • Cancel anytime
Subscribe now

Buy Now

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 99.00
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 129.99
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

Similar content being viewed by others

References

  1. Frenzel, C., Käsling, H., Thuro, K.: F: factors influencing disc cutter wear. Geomechan. Tunnelb. 1(1), 55–60 (2008)

    Article  Google Scholar 

  2. Yuan, J., Guan, R., Du, J.F.: Design and implementation of disc cutter changing robot for tunnel boring machine (TBM). In: 2019 IEEE International Conference on Robotics and Biomimetics (ROBIO), pp. 2402–2407. IEEE, Dali (2019)

    Google Scholar 

  3. Liu, Z., Liu, X., Duan, G., et al.: F: Precise pose and radius estimation of circular target based on binocular vision. Measur. Sci. Technol. 30(2), 025006 (2019). (14pp). IOP, Kissimmee

    Article  Google Scholar 

  4. Gadwe, A., Ren, H.: F: real-time 6DOF pose estimation of endoscopic instruments using printable markers. IEEE Sens. J. 19(6), 2338–2346 (2018)

    Article  Google Scholar 

  5. Abdel-Aziz, Y., Karara, H.F.: Direct linear transformation from comparator coordinates into object space in close-range photogrammetry. Am. Soc. Photogram. (1971)

    Google Scholar 

  6. Lepetit, V., Moreno-Noguer, F., Fua, P.: F: EPnP: an accurate O(n) solution to the PnP problem. Int. J. Comput. Vision 81(2), 155–166 (2009)

    Article  Google Scholar 

  7. Li, S., Xu, C., Xie, M.: F: a robust O(n) solution to the perspective-n-point problem. IEEE Trans. Pattern Anal. Mach. Intell. 34(7), 1444–1450 (2012)

    Article  Google Scholar 

  8. Zheng, Y., Kuang, Y., Sugimoto, S., et al.: F: revisiting the PnP problem: a fast, general and optimal solution. In: 2013 IEEE International Conference on Computer Vision, pp. 2344–2351. IEEE, Sydney (2014)

    Google Scholar 

  9. Zheng, Y., Sugimoto, S., Okutomi, M.: F: ASPnP: an accurate and scalable solution to the perspective-n-point problem. IEICE Trans. Inf. Syst. E96D(7), 1525–1535 (2013)

    Article  Google Scholar 

  10. Zhang, Z.: F: a flexible new technique for camera calibration. IEEE Trans. Pattern Anal. Mach. Intell. 22(11), 1330–1334 (2000)

    Article  Google Scholar 

Download references

Acknowledgments

This work was supported by the National Key Research and Development Program of China (Grant No. 2018YFB1306700).

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Dailin Zhang .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2021 Springer Nature Switzerland AG

About this paper

Check for updates. Verify currency and authenticity via CrossMark

Cite this paper

Peng, D., Zhu, G., Xie, Z., Liu, R., Zhang, D. (2021). An Improved Monocular-Vision-Based Method for the Pose Measurement of the Disc Cutter Holder of Shield Machine. In: Liu, XJ., Nie, Z., Yu, J., Xie, F., Song, R. (eds) Intelligent Robotics and Applications. ICIRA 2021. Lecture Notes in Computer Science(), vol 13014. Springer, Cham. https://doi.org/10.1007/978-3-030-89098-8_64

Download citation

  • DOI: https://doi.org/10.1007/978-3-030-89098-8_64

  • Published:

  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-030-89097-1

  • Online ISBN: 978-3-030-89098-8

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics