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Data-Driven Pilot Behavior Modeling Applied to an Aircraft Offset Landing Task
EMBRAER Syst Modeling and Simulat, Brazil.
PUCPR Ind and Syst Engn Grad Program, Brazil.
Linköping University, Department of Computer and Information Science, Human-Centered systems. Linköping University, Faculty of Science & Engineering. Inst Tecnol Aeronaut, Brazil.ORCID iD: 0000-0003-3858-3670
PUCPR Ind and Syst Engn Grad Program, Brazil.
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2018 (English)In: ADVANCES IN HUMAN ASPECTS OF TRANSPORTATION, SPRINGER INTERNATIONAL PUBLISHING AG , 2018, Vol. 597, p. 117-127Conference paper, Published paper (Refereed)
Abstract [en]

This paper shows studies for the development of a mathematical model that adequately represents a pilot behavior in the specific task of offset landing, using data-driven modeling techniques. Flight test data was used for the identification procedure. Considerations on the pilots cognitive process and mathematical modeling possibilities were discussed to select the most appropriate inputs and outputs for the model. This data was used to identify the model using artificial neural network techniques. The models obtained were validated against the identification data and different data not used in the training process to evaluate the quality of the models. Conclusions include the difficulties of showing the generalization capabilities of those non-linear models and further studies.

Place, publisher, year, edition, pages
SPRINGER INTERNATIONAL PUBLISHING AG , 2018. Vol. 597, p. 117-127
Series
Advances in Intelligent Systems and Computing, ISSN 2194-5357
Keywords [en]
Human factors; Human pilot modeling; Neural networks
National Category
Other Computer and Information Science
Identifiers
URN: urn:nbn:se:liu:diva-152637DOI: 10.1007/978-3-319-60441-1_12ISI: 000448241200012ISBN: 978-3-319-60441-1 (print)OAI: oai:DiVA.org:liu-152637DiVA, id: diva2:1262067
Conference
AHFE International Conference on Human Factors in Transportation
Note

Funding Agencies|National Council of Scientific and Technologic Development of Brazil (CNPq) [150238/2017-7]

Available from: 2018-11-09 Created: 2018-11-09 Last updated: 2018-11-09

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Trabasso, Luís GonzagaAlfredson, Jens
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CiteExportLink to record
Permanent link

Direct link
Cite
Citation style
  • apa
  • harvard1
  • ieee
  • modern-language-association-8th-edition
  • vancouver
  • oxford
  • Other style
More styles
Language
  • de-DE
  • en-GB
  • en-US
  • fi-FI
  • nn-NO
  • nn-NB
  • sv-SE
  • Other locale
More languages
Output format
  • html
  • text
  • asciidoc
  • rtf