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Stroosma, Olaf

in Cooperation with on an Cooperation-Score of 37%

Publications

Places of action

Chart of shared publication
Miletovic, Ivan - 6 publications, 5 shared
Tillema, G. H. J. - 1 publications, 1 shared
Mulder, Mark - 658 publications, 37 shared
Borst, Clark - 96 publications, 3 shared
Masarati, Pierangelo - 46 publications, 3 shared
Pavel, Marilena D. - 27 publications, 9 shared
Friesen, Daniel - 4 publications, 2 shared
Scaramuzzino, Paolo Francesco - 3 publications, 3 shared
Quaranta, Giuseppe - 46 publications, 3 shared
Pool, Daan Marinus - 104 publications, 12 shared
Wentink, Mark - 23 publications, 3 shared
Van Paassen, M. M. R. - 508 publications, 26 shared
Tsuda, Hiroka - 1 publications, 1 shared
Pieters, Marc - 1 publications, 1 shared
Zaal, Peter - 1 publications, 1 shared
Stoev, Stanimir - 1 publications, 1 shared
Bulthoff, Heinrich H. - 57 publications, 2 shared
D'intino, Giulia - 5 publications, 1 shared
Geluardi, Stefano - 9 publications, 1 shared
Dijksterhuis, Christiaan - 28 publications, 1 shared
De Winter, Joost C. F. - 138 publications, 1 shared
Shyrokau, Barys N. - 23 publications, 2 shared
Loof, Jan - 1 publications, 1 shared
Happee, Riender - 145 publications, 2 shared
Fu, Wei - 9 publications, 1 shared
De Visser, Cornelis - 73 publications, 2 shared
Rijndorp, A. D. T. - 2 publications, 1 shared
Chu, Qiping - 63 publications, 4 shared
Huang, Yingping - 59 publications, 2 shared
Tang, S. H. - 2 publications, 1 shared
Tang, D - 1 publications, 1 shared
Loof, J - 1 publications, 1 shared
Wang, Meng - 113 publications, 1 shared
Alwi, Halim - 15 publications, 2 shared
Edwards, Christopher - 19 publications, 2 shared
Mulder, J. A. - 36 publications, 5 shared
Jump, M. - 13 publications, 1 shared
Ionita, A. - 4 publications, 1 shared
Dang-vu, B. - 3 publications, 1 shared
Gennaretti, M. - 28 publications, 1 shared
Smaili, H. - 8 publications, 4 shared
Yilmaz, D. - 4 publications, 1 shared
Johnes, M. - 1 publications, 1 shared
Zaichik, L. - 2 publications, 1 shared
Damveld, Herman - 34 publications, 4 shared
Stegeman, G. B. - 1 publications, 1 shared
Nieuwenhuizen, Frank M. - 23 publications, 1 shared
Hosman, R. J. A. W. - 5 publications, 1 shared
Advani, S. K. - 1 publications, 1 shared
Stegeman, B - 1 publications, 1 shared
Breeman, J. - 2 publications, 2 shared
Lombaerts, T. - 4 publications, 2 shared
Beukers, J. T. - 2 publications, 2 shared
Smaili, M. H. - 3 publications, 2 shared
Lombaerts, T. J. J. - 2 publications, 2 shared
Joosten, D. A. - 2 publications, 1 shared
Comans, J. - 8 publications, 1 shared
De Koning, M. P. - 1 publications, 1 shared
Mulder, B. - 8 publications, 1 shared
Wasei, A. M. - 1 publications, 1 shared
Ellerbroek, Joost - 74 publications, 2 shared
Postema, Fn - 1 publications, 1 shared
Postema, F. N. - 2 publications, 1 shared
Berkouwer, W. R. - 2 publications, 2 shared
Berkouwer, Wr - 2 publications, 2 shared
Mulder, Jence - 12 publications, 2 shared
Hoermann, Hj - 1 publications, 1 shared
Mollinger, Atom - 1 publications, 1 shared
Heerspink, H. M. - 1 publications, 1 shared
Hoermann, H. -j. - 1 publications, 1 shared
Mollinger, A. T. O. M. - 1 publications, 1 shared
Heerspink, Hm Ir - 1 publications, 1 shared
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conferencepaper

Reconstruction of Pilot Behaviour from Cockpit Image Recorder

  • Tsuda, Hiroka
  • Stroosma, Olaf
  • Mulder, Mark
Abstract

<p>A method to automatically identify pilot actions from cockpit camera footage is reported in this paper. Although they have long been considered for the enhancement of flight safety, cockpit image recorders have not yet been standard equipment in aircraft cockpits. The rules on Flight Data Recorders have been changed, however, to include a cockpit image recorder as one of the safety devices, and it is recommended to be installed in small aircraft as a substitute for a Flight Data Recorder. With cockpit images becoming available, it would surely be useful for accident analysis as well as for daily flight analysis. Especially for the latter purpose, pilot behavior should be automatically analyzed and classified into specific actions, or procedures. The authors conducted a study to assess the feasibility of automatic detection of pilot actions in the cockpit by a machine learning process. Results show that even with a small amount of training data, the resulting algorithm could identify some typical actions, such as manipulation of the switches on the glare shield, with 80% accuracy. Even in cases with a button and a switch positioned very close to each other, the actions ‘pushing the switch’ and ‘pushing the button’ could be distinguished by the algorithm. The action estimation accuracy improves up to 90% when using the training data focused on the pilot’s body parts, rather than the data focused on the whole body.</p>

Topics
  • data
  • behavior
  • machinery
  • flight
  • camera
  • reconstruction
  • data recorder
  • cockpit
  • machine learning
  • crash analysis
  • aviation safety
  • flight recorder
  • small aircraft
  • safety equipment
  • glare