Combining Context-Awareness and Data Analytics in Support of Drone Technology

Combining Context-Awareness and Data Analytics in Support of Drone Technology

Shishkov, B.B. (TU Delft Information and Communication Technology; Institute IICREST; Bulgarian Academy of Sciences)
Ivanova, Krassimira (Bulgarian Academy of Sciences)
Verbraeck, A. (TU Delft Policy Analysis)
van Sinderen, Marten (University of Twente)

Shishkov, Boris (editor)
Lazarov, Andon (editor)

2022

Drones performing an autonomous mission need to adapt to frequent changes in their environment. In other words, they have to be context-aware. Most current context-aware systems are designed to distinguish between situations that have been pre-defined in terms of anticipated situation types and corresponding desired behavior types. This only partially benefits drone technology because many types of drone missions can be characterized by situations that are hard to predict at design time. We suggest combining context-awareness and data analytics for a better situation coverage. This could be achieved by using performance data (generated at real-time) as training data for supervised machine learning – it would allow relating situations to appropriate behaviors that a drone could follow. The conceptual ideas are presented in this position paper while validation is left for future work.

Context-awareness
Data analytics
Drone technology

http://resolver.tudelft.nl/uuid:bd34d3bb-4454-4663-baf6-6915fa1ab3ac

https://doi.org/10.1007/978-3-031-23226-8_4

Springer

2023-07-01

9783031232251

Telecommunications and Remote Sensing - 11th International Conference, ICTRS 2022, Proceedings

11th International Conference on Telecommunications and Remote Sensing, ICTRS 2022, 2022-11-21 → 2022-11-22, Sofia, Bulgaria

Communications in Computer and Information Science, 1865-0929, 1730 CCIS

Green Open Access added to TU Delft Institutional Repository ‘You share, we take care!’ – Taverne project https://www.openaccess.nl/en/you-share-we-take-care Otherwise as indicated in the copyright section: the publisher is the copyright holder of this work and the author uses the Dutch legislation to make this work public.

Institutional Repository

conference paper

© 2022 B.B. Shishkov, Krassimira Ivanova, A. Verbraeck, Marten van Sinderen