Skip to main content

Analyzing Planning and Monitoring Skills of Users in a Multi-UAV Simulation Environment

  • Conference paper
  • First Online:

Part of the book series: Lecture Notes in Computer Science ((LNAI,volume 9422))

Abstract

The study of Unmanned Aerial Vehicles (UAVs) is currently a growing area. The accelerated expansion of these technologies is demanding the work of more and more qualified operators, able to supervise and control multiple UAVs at the same time. Unfortunately, the training process for this type of systems is still unstructured, and it is needed to define methods to assess and classify operators in the context of a specific skill, for both novice users and experts. This work is focused on analyzing the planning and monitoring skills of inexperienced users in a multi-UAV simulation environment, through the use of a set of metrics capturing the performance of a user and defining its profile. The user profiles will be clustered to extract shared behavioral patterns that help us to decide the planning and monitoring level for each group of users, and to select potential operators.

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

Buying options

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 EPUB and 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

References

  1. Begis, G.: Adaptive gaming behavior based on player profiling. US Patent US6106395 A (2000)

    Google Scholar 

  2. Boussemart, Y., Cummings, M.L., Fargeas, J.L., Roy, N.: Supervised vs. unsupervised learning for operator state modeling in unmanned vehicle settings. J. Aerosp. Comput. Inf. Commun. 8(3), 71–85 (2011)

    Article  Google Scholar 

  3. Datta, S., Datta, S., Pihur, V., Brock, G.: clValid: an R package for cluster validation. J. Stat. Softw. 25(4), (2008). American Statistical Association

    Google Scholar 

  4. Dixon, S.R., Wickens, C.D., Chang, D.: Unmanned aerial vehicle flight control: False alarms versus misses. In: Human Factors and Ergonomic Society 48th Annual Meeting (2004)

    Google Scholar 

  5. Drury, J.L., Scholtz, J., Yanco, H.A.: Awareness in human-robot interactions. In: IEEE International Conference on Systems, Man and Cybernetics, 2003, vol. 1, pp. 912–918. IEEE (2003)

    Google Scholar 

  6. Hartigan, J.A., Wong, M.A.: Algorithm as 136: A k-means clustering algorithm. Appl. Stat. 28, 100–108 (1979)

    Article  MATH  Google Scholar 

  7. Kaufman, L., Rousseeuw, P.: Clustering by means of medoids (1987)

    Google Scholar 

  8. Kaufman, L., Rousseeuw, P.J.: Finding Groups in Data: An Introduction to Cluster Analysis, vol. 344. Wiley, New York (2009)

    Google Scholar 

  9. Kendoul, F.: Survey of advances in guidance, navigation, and control of unmanned rotorcraft systems. J. Field Robot. 29(2), 315–378 (2012)

    Article  Google Scholar 

  10. McKinley, R.A., McIntire, L.K., Funke, M.A.: Operator selection for unmanned aerial systems: comparing video game players and pilots. Aviat. Space, Environ. Med. 82(6), 635–642 (2011)

    Article  Google Scholar 

  11. Pavlas, D., Burke, C.S., Fiore, S.M., Salas, E., Jensen, R., Fu, D.: Enhancing unmanned aerial system training: A taxonomy of knowledge, skills, attitudes, and methods. In: Proceedings of the Human Factors and Ergonomics Society Annual Meeting, vol. 53, pp. 1903–1907. SAGE Publications (2009)

    Google Scholar 

  12. Rodríguez-Fernández, V., Atencia, C.R., Camacho, D.: A Multi-UAV mission planning videogame-based framework for player analysis. In: 2015 IEEE Congress on Evolutionary Computation (CEC). IEEE (2015, in Press)

    Google Scholar 

  13. Rodríguez-Fernández, V., Menéndez, H.D., Camacho, D.: Design and development of a lightweight multi-UAV simulator. In: 2015 IEEE International Conference on Cybernetics (CYBCONF). IEEE (2015, in Press)

    Google Scholar 

  14. Stulberg, A.N.: Managing the unmanned revolution in the us air force. Orbis 51(2), 251–265 (2007)

    Article  Google Scholar 

Download references

Acknowledgments

This work is supported by the Spanish Ministry of Science and Education under Project Code TIN2014-56494-C4-4-P, Comunidad Autonoma de Madrid under project CIBERDINE S2013/ICE-3095, and Savier an Airbus Defense & Space project (FUAM-076914 and FUAM-076915). The authors would like to acknowledge the support obtained from Airbus Defence&Space, specially from Savier Open Innovation project members: José Insenser, Gemma Blasco, Juan Antonio Henríquez and César Castro.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Víctor Rodríguez-Fernández .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2015 Springer International Publishing Switzerland

About this paper

Cite this paper

Rodríguez-Fernández, V., Menéndez, H.D., Camacho, D. (2015). Analyzing Planning and Monitoring Skills of Users in a Multi-UAV Simulation Environment. In: Puerta, J., et al. Advances in Artificial Intelligence. CAEPIA 2015. Lecture Notes in Computer Science(), vol 9422. Springer, Cham. https://doi.org/10.1007/978-3-319-24598-0_23

Download citation

  • DOI: https://doi.org/10.1007/978-3-319-24598-0_23

  • Published:

  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-319-24597-3

  • Online ISBN: 978-3-319-24598-0

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics