Skip to main content

Semantic Mapping for Safe and Comfortable Navigation of a Brain-Controlled Wheelchair

  • Conference paper
Intelligent Robotics and Applications (ICIRA 2013)

Part of the book series: Lecture Notes in Computer Science ((LNAI,volume 8102))

Included in the following conference series:

Abstract

This paper presents a novel navigation system designed for a brain-controlled wheelchair, which interacts with human user by the low throughput interface. The navigation system proposes the semantic map, which is integrated with the navigation points, semantic targets and local 3D map, to a human user who can choose one of the navigation points as a goal for navigation. The semantic targets provide category, geometry and functionality information of the recognized objects, such as a table which can be docked. The local 3D map provides the navigation points in the traversable areas. The human-wheelchair interactive system shows the semantic map to user, and the user selects the goal via a brain-computer interfaces (BCI). Therefore, this method can help the wheelchair implement accurate navigation (e.g. docking) with a low throughput interface and the safety and comfortability are improved. Our navigation system is successfully tested in real environment.

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 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

Institutional subscriptions

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

References

  1. del Milan, J.R., Carmena, J.: Invasive or Noninvasive: Understanding Brain-Machine Interface Technology. IEEE Engineering in Medicine and Biology Magazine 29, 16–22 (2010)

    Article  Google Scholar 

  2. Wei, Z., Chen, W., Wang, J.: 3D semantic map-based shared control for smart wheelchair. In: Su, C.-Y., Rakheja, S., Liu, H. (eds.) ICIRA 2012, Part II. LNCS, vol. 7507, pp. 41–51. Springer, Heidelberg (2012)

    Chapter  Google Scholar 

  3. Wei, Z., Chen, W., Wang, J.: Semantic Mapping for Smart Wheelchairs Using RGB-D Camera. Journal of Medical Imaging and Health Informatics 3, 94–100 (2013)

    Article  Google Scholar 

  4. Carlson, T., Monnard, G., del Millán, J.R.: Vision-based shared control for a BCI wheelchair. International Journal of Bioelectromagnetism 13, 20–21 (2011)

    Google Scholar 

  5. Mandel, C., Luth, T., Laue, T., Rofer, T., Graser, A., Krieg-Bruckner, B.: Navigating a smart wheelchair with a brain-computer interface interpreting steady-state visual evoked potentials. In: IEEE/RSJ International Conference on Intelligent Robots and Systems, pp. 1118–1125. IEEE Press, St. Louis (2009)

    Google Scholar 

  6. Iturrate, I., Antelis, J.M., Kubler, A., Minguez, J.: A noninvasive brain-actuated wheelchair based on a P300 neurophysiological protocol and automated navigation. IEEE Transactions on Robotics 25, 614–627 (2009)

    Article  Google Scholar 

  7. Perrin, X., Chavarriaga, R., Colas, F., Siegwart, R., del Millán, J.R.: Brain-coupled interaction for semi-autonomous navigation of an assistive robot. Robotics and Autonomous Systems 58, 1246–1255 (2010)

    Article  Google Scholar 

  8. Baumeister, J., Barthel, T., Geiss, K., Weiss, M.: Influence of phosphatidylserine on cognitive performance and cortical activity after induced stress. Nutritional Neuroscience 11, 103–112 (2008)

    Article  Google Scholar 

  9. Murphy, K.: Bayesian map learning in dynamic environments. Advances in Neural Information Processing Systems 12, 1015–1021 (1999)

    Google Scholar 

  10. Grisetti, G., Stachniss, C., Burgard, W.: Improved techniques for grid mapping with rao-blackwellized particle filters. IEEE Transactions on Robotics 23, 34–46 (2007)

    Article  Google Scholar 

  11. Thrun, S., Burgard, W., Fox, D.: Probabilistic robotics, vol. 1. The MIT Press, Cambridge (2005)

    MATH  Google Scholar 

  12. Siegwart, R., Nourbakhsh, I.R.: Introduction to autonomous mobile robots. The MIT Press, Cambridge (2004)

    Google Scholar 

  13. Parikh, S.P., Grassi Jr, V., Kumar, V., Okamoto Jr, J.: Integrating human inputs with autonomous behaviors on an intelligent wheelchair platform. IEEE intelligent systems 22, 33–41 (2007)

    Google Scholar 

  14. Carlson, T., Demiris, Y.: Human-wheelchair collaboration through prediction of intention and adaptive assistance. In: IEEE International Conference on Robotics and Automation, pp. 3926–3931. IEEE Press, Pasadena (2008)

    Google Scholar 

  15. Robot Operating System (ROS), http://www.ros.org

  16. Rusu, R.B., Cousins, S.: 3D is here: Point Cloud Library (PCL). In: IEEE International Conference on Robotics and Automation, pp. 1–4. IEEE Press, Shanghai (2011)

    Google Scholar 

  17. Niedermeyer, E., da Silva, F.H.L.: Electroencephalography: basic principles, clinical applications, and related fields. Lippincott Williams &Wilkins, Hagerstown (2005)

    Google Scholar 

  18. International 10-20 system, http://en.wikipedia.org/wiki/10-20_system_EEG

Download references

Author information

Authors and Affiliations

Authors

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2013 Springer-Verlag Berlin Heidelberg

About this paper

Cite this paper

Wei, Z., Chen, W., Wang, J., Wang, H., Li, K. (2013). Semantic Mapping for Safe and Comfortable Navigation of a Brain-Controlled Wheelchair. In: Lee, J., Lee, M.C., Liu, H., Ryu, JH. (eds) Intelligent Robotics and Applications. ICIRA 2013. Lecture Notes in Computer Science(), vol 8102. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-40852-6_32

Download citation

  • DOI: https://doi.org/10.1007/978-3-642-40852-6_32

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-40851-9

  • Online ISBN: 978-3-642-40852-6

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics