Skip to main content

Autonomous River Exploration

  • Chapter
Field and Service Robotics

Abstract

Mapping a rivers course and width provides valuable information to help understand the ecology, topology and health of a particular environment. Such maps can also be useful to determine whether specific surface vessels can traverse the rivers. While rivers can be mapped from satellite imagery, the presence of vegetation, sometimes so thick that the canopy completely occludes the river, complicates the process of mapping. Here we propose the use of a micro air vehicle flying under the canopy to create accurate maps of the environment.We study and present a systemthat can autonomously explore riverswithout any prior information, and demonstrate an algorithm that can guide the vehicle based upon local sensors mounted on board the flying vehicle that can perceive the river, bank and obstacles. Our field experiments demonstrate what we believe is the first autonomous exploration of rivers by an autonomous vehicle. We show the 3D maps produced by our system over runs of 100-450 meters in length and compare guidance decisions made by our system to those made by a human piloting a boat carrying our system over multiple kilometers.

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 84.99
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 109.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book
USD 109.99
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

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

References

  1. Achar, S., Sankaran, B., Nuske, S., Scherer, S., Singh, S.: Self-supervised segmentation of river scenes. In: 2011 IEEE International Conference on Robotics and Automation, pp. 6227–6232. IEEE (May 2011), doi:10.1109/ICRA.2011.5980157

    Google Scholar 

  2. Amigoni, F., Caglioti, V.: An information-based exploration strategy for environment mapping with mobile robots. Robotics and Autonomous Systems 58(5), 684–699 (2010), doi:10.1016/j.robot.2009.11.005

    Article  Google Scholar 

  3. Chambers, A., Achar, S., Nuske, S., Rehder, J., Kitt, B., Chamberlain, L., Haines, J., Scherer, S., Singh, S.: Perception for a river mapping robot. In: 2011 IEEE/RSJ International Conference on Intelligent Robots and Systems, pp. 227–234. IEEE (2011), doi:10.1109/IROS.2011.6095040

    Google Scholar 

  4. Cover, H., Choudhury, S., Scherer, S., Singh, S.: Sparse tangential network (spartan): Motion planning for micro aerial vehicles. In: International Conference on Robotics and Automation (2013)

    Google Scholar 

  5. Dunbabin, M., Grinham, A., Udy, J.: An autonomous surface vehicle for water quality monitoring. In: Australasian Conference on Robotics and Automation, ACRA (2009)

    Google Scholar 

  6. Gadre, A., Du, S., Stilwell, D.: A topological map based approach to long range operation of an unmanned surface vehicle. In: American Control Conference, pp. 5401–5407 (June 2012)

    Google Scholar 

  7. Kollar, T., Roy, N.: Trajectory optimization using reinforcement learning for map exploration. The International Journal of Robotics Research (June 2008)

    Google Scholar 

  8. Leedekerken, J.C., Fallon, M.F., Leonard, J.J.: Mapping complex marine environments with autonomous surface craft. In: Khatib, O., Kumar, V., Sukhatme, G. (eds.) Experimental Robotics. STAR, vol. 79, pp. 525–539. Springer, Heidelberg (2014)

    Chapter  Google Scholar 

  9. Pradalier, C., Posch, T., Pernthaler, J., Siegwart, R.: Design and Application of a Surface Vessel for Autonomous Inland Water Monitoring. IEEE Robotics & Automation Magazine, 1–9 (2012)

    Google Scholar 

  10. Rathinam, S., Almeida, P., Kim, Z., Jackson, S., Tinka, A., Grossman, W., Sengupta, R.: Autonomous Searching and Tracking of a River using an UAV. In: American Control Conference, pp. 359–364. IEEE (2007), doi:10.1109/ACC.2007.4282475

    Google Scholar 

  11. Rehder, J., Gupta, K., Nuske, S., Singh, S.: Global pose estimation with limited gps and long range visual odometry. In: Proceedings of the 2012 IEEE/RSJ International Conference on Robotics and Automation (2012)

    Google Scholar 

  12. Scherer, S., Rehder, J., Achar, S., Cover, H., Chambers, A., Nuske, S., Singh, S.: River mapping from a flying robot: state estimation, river detection, and obstacle mapping. Autonomous Robots 33(1-2), 189–214 (2012), doi:10.1007/s10514-012-9293-0

    Article  Google Scholar 

  13. Stachniss, C., Burgard, W.: Exploring unknown environments with mobile robots using coverage maps. In: International Joint Conference on Artificial Intelligence, pp. 1127–1132 (2003)

    Google Scholar 

  14. Moorehead, S.J., Simmons, R., Whittaker, W.L.: Autonomous exploration using multiple sources of information. In: IEEE International Conference on Robotics and Automation (2001)

    Google Scholar 

  15. Valada, A., Velagapudi, P., Kannan, B., Tomaszewski, C., Kantor, G.A., Scerri, P.: Development of a low cost multi-robot autonomous marine surface platform. In: Yoshida, K., Tadokoro, S. (eds.) Field and Service Robotics. STAR, vol. 92, pp. 643–658. Springer, Heidelberg (2014)

    Chapter  Google Scholar 

  16. Yamauchi, B.: A frontier-based approach for autonomous exploration. In: Proceedings of the 1997 IEEE International Symposium on Computational Intelligence in Robotics and Automation, CIRA 1997, pp. 146–151. IEEE Comput. Soc. Press (1997), doi:10.1109/CIRA.1997.613851

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Sezal Jain .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2015 Springer International Publishing Switzerland

About this chapter

Cite this chapter

Jain, S. et al. (2015). Autonomous River Exploration. In: Mejias, L., Corke, P., Roberts, J. (eds) Field and Service Robotics. Springer Tracts in Advanced Robotics, vol 105. Springer, Cham. https://doi.org/10.1007/978-3-319-07488-7_7

Download citation

  • DOI: https://doi.org/10.1007/978-3-319-07488-7_7

  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-319-07487-0

  • Online ISBN: 978-3-319-07488-7

  • eBook Packages: EngineeringEngineering (R0)

Publish with us

Policies and ethics