Skip to main content

Using Eye-Tracking Analysis to Detect Pilot Focus in Drone Interfaces During Signal Loss

  • Conference paper
  • First Online:
Augmented Cognition (HCII 2025)

Part of the book series: Lecture Notes in Computer Science ((LNAI,volume 15778))

Included in the following conference series:

  • 283 Accesses

Abstract

Signal interruptions remain a critical challenge in drone operations, as losing connection to the operator can result in sudden, high-stress scenarios with potential safety implications. This paper presents an investigation using mobile eye-tracking technology to examine how both novice and experienced drone pilots allocate their visual attention when confronted with total signal loss. Fifty-six participants (11 experienced, 45 novice) completed a standardized flight task during which the drone’s connection was deliberately disrupted. Quantitative data, including heatmaps and eye-tracking metrics, provided evidence of pronounced differences between the two groups. Novices exhibited dispersed scanning patterns and slower recognition of critical alerts, suggesting higher cognitive load. In contrast, experienced pilots rapidly identified key alerts, indicated by shorter time to first fixation and more focused fixations on essential interface icons such as the signal-strength indicator. Qualitative feedback from post-flight interviews further supported these findings: novices reported confusion and a preference for larger, centrally placed notifications, whereas experienced pilots relied on ingrained scanning routines. Taken together, these results underline the importance of intuitive, attention-guiding user interfaces and targeted training interventions to enhance situational awareness and mitigate risks during unexpected signal-loss events.

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
EUR 29.95
Price includes VAT (Germany)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
EUR 69.54
Price includes VAT (Germany)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
EUR 87.73
Price includes VAT (Germany)
  • 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

') var buybox = document.querySelector("[data-id=id_"+ timestamp +"]").parentNode var buyingOptions = buybox.querySelectorAll(".buying-option") ;[].slice.call(buyingOptions).forEach(initCollapsibles) var buyboxMaxSingleColumnWidth = 480 function initCollapsibles(subscription, index) { var toggle = subscription.querySelector(".buying-option-price") subscription.classList.remove("expanded") var form = subscription.querySelector(".buying-option-form") var priceInfo = subscription.querySelector(".price-info") var buyingOption = toggle.parentElement if (toggle && form && priceInfo) { toggle.setAttribute("role", "button") toggle.setAttribute("tabindex", "0") toggle.addEventListener("click", function (event) { var expandedBuyingOptions = buybox.querySelectorAll(".buying-option.expanded") var buyboxWidth = buybox.offsetWidth ;[].slice.call(expandedBuyingOptions).forEach(function(option) { if (buyboxWidth buyboxMaxSingleColumnWidth) { toggle.click() } else { if (index === 0) { toggle.click() } else { toggle.setAttribute("aria-expanded", "false") form.hidden = "hidden" priceInfo.hidden = "hidden" } } }) } initialStateOpen() if (window.buyboxInitialised) return window.buyboxInitialised = true initKeyControls() })()

Institutional subscriptions

Similar content being viewed by others

References

  1. Mohd, T.K., Tesfa, E.M.: Exploring technical capabilities of unmanned aerial vehicles. In: 2023 IEEE 13th Annual Computing and Communication Workshop and Conference (CCWC), pp. 1320–132. IEEE (2023)

    Google Scholar 

  2. Yucesoy, E., Balcik, B., Coban, E.: The role of drones in disaster response: a literature review of operations research applications. Int. Trans. Oper. Res. 32(2), 545–589 (2025). https://doi.org/10.1111/itor.13484

    Article  MathSciNet  Google Scholar 

  3. Isufaj, R., Omeri, M., Piera, M.A.: Multi-uav conflict resolution with graph convolutional reinforcement learning. Appl. Sci. 12(2), 610–615 (2022)

    Article  Google Scholar 

  4. Single European Sky ATM Research 3 Joint Undertaking (EU body or agency), European drones outlook study: unlocking the value for Europe. Publications Office of the European Union (2017)

    Google Scholar 

  5. Chamayou, G.: A Theory of the Drone. The New Press, New York (2015)

    Book  Google Scholar 

  6. Blackler, A., Popovic, V., Mahar, D.: Applying and testing design for intuitive interaction. Int. J. Des. Sci. Technol. 20(1), 7–26 (2014)

    Google Scholar 

  7. Zhu, A., Yang, J., Yu, W.: A novel target tracking method of unmanned drones by gaze prediction combined with YOLO algorithm. In: 2021 IEEE International Conference on Unmanned Systems (ICUS), pp. 792–797. IEEE (2021)

    Google Scholar 

  8. Xenos, M., Mallas, A., Minas, D.: Using eye-tracking for adaptive human-machine interfaces for pilots: a literature review and sample cases. J. Phys. Conf. Ser. 2716(1), 012072–012076 (2024). https://doi.org/10.1088/1742-6596/2716/1/012072

  9. Minas, D., Tews, L., Fotopoulos, A., Xenos, M., Calvo Córdoba, A., Rivas Vidal, M.: Eye-tracking technologies for facilitating multimodal interaction in aviation environments. In: 14th EASN International Conference on “Innovation in Aviation and Space Towards Sustainability Today & Tomorrow (2024)

    Google Scholar 

  10. Qiu, Q., Li, R., Zhao, X.: Failure risk management: adaptive performance control and mission abort decisions. Risk Anal. (2024). https://doi.org/10.1111/risa.16709

    Article  Google Scholar 

  11. Endsley, M.R.: The limits of highly autonomous vehicles: an uncertain future: commentary on hancock (2019) Some pitfalls in the promises of automated and autonomous vehicles. Ergonomics 62(4), 496–499 (2019). https://doi.org/10.1080/00140139.2019.1563330

    Article  Google Scholar 

  12. Peißl, S., Wickens, C.D., Baruah, R.: Eye-tracking measures in aviation: a selective literature review. The Int. J. Aerosp. Psychol. 28(3–4), 98–112 (2018). https://doi.org/10.1080/24721840.2018.1514978

    Article  Google Scholar 

  13. Granquist Karlsson, L., Naumburg, H.: Drones for medical supply deliveries-Designing Intuitive Interfaces for Nurses Managing Drone Deliveries (2024)

    Google Scholar 

  14. Wankmüller, C., Kunovjanek, M., Mayrgündter, S.: Drones in emergency response–evidence from cross-border, multi-disciplinary usability tests. Int. J. Disaster Risk Reduction 65, 102567–102576 (2021)

    Article  Google Scholar 

  15. Dixon, S.R., Wickens, C.D.: Automation reliability in unmanned aerial vehicle control: a reliance-compliance model of automation dependence in high workload. Hum. Factors 48(3), 474–486 (2006). https://doi.org/10.1518/001872006778606822

    Article  Google Scholar 

  16. Rahmani, H., Weckman, G.R.: Working under the shadow of drones: investigating occupational safety hazards among commercial drone pilots. IISE Trans. Occup. Ergon. Hum. Factors 12(1–2), 55–67 (2024). https://doi.org/10.1080/24725838.2023.2251009

    Article  Google Scholar 

  17. Fortmann, F., Lüdtke, A.: An intelligent SA-adaptive interface to aid supervisory control of a UAV swarm. In: 2013 11th IEEE International Conference on Industrial Informatics (INDIN), pp. 768–773. IEEE (2013)

    Google Scholar 

  18. Sebok, A., et al.: Development of attentional skills training for operators of unmanned aerial systems. In: Proceedings of the Human Factors and Ergonomics Society Annual Meeting, vol. 63, no. 1, pp. 2161–2165 (2019). https://doi.org/10.1177/1071181319631276

  19. Marois, A., Lafond, D., Williot, A., Vachon, F., Tremblay, S.: Real-time gaze-aware cognitive support system for security surveillance. In: Proceedings of the Human Factors and Ergonomics Society Annual Meeting, vol. 64, no. 1, pp. 1145–1149 (2020). https://doi.org/10.1177/1071181320641274

  20. Karmana, A., Gunawan, F.E., Asrol, M.: Factors affecting control room operator situation awareness and ITS fuzzy logic model. Jurnal Indonesia Sosial Teknologi, 5(9) (2024)

    Google Scholar 

  21. Chen, K., Li, Z., Jamieson, G.A.: Influence of information layout on diagnosis performance. IEEE Trans. Hum. Mach. Syst. 48(3), 316–323 (2017)

    Article  Google Scholar 

Download references

Acknowledgments

This publication was co-funded by the European Union under the Grant Agreement 101103592. Its contents are the sole responsibility of the EPIIC (Enhanced Pilot Interfaces & Interactions for fighter Cockpit) Consortium and do not necessarily reflect the views of the European Union or the European Commission. Neither the European Union nor the granting authority can be held responsible for them.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Dimosthenis Minas .

Editor information

Editors and Affiliations

Ethics declarations

The authors have no competing interests to declare that are relevant to the content of this article.

Rights and permissions

Reprints and permissions

Copyright information

© 2025 The Author(s), under exclusive license to Springer Nature Switzerland AG

About this paper

Check for updates. Verify currency and authenticity via CrossMark

Cite this paper

Minas, D., Fotopoulos, A., Xenos, M., Zotos, C. (2025). Using Eye-Tracking Analysis to Detect Pilot Focus in Drone Interfaces During Signal Loss. In: Schmorrow, D.D., Fidopiastis, C.M. (eds) Augmented Cognition. HCII 2025. Lecture Notes in Computer Science(), vol 15778. Springer, Cham. https://doi.org/10.1007/978-3-031-93724-8_4

Download citation

  • DOI: https://doi.org/10.1007/978-3-031-93724-8_4

  • Published:

  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-031-93723-1

  • Online ISBN: 978-3-031-93724-8

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics