Assessment of cockpit information and control field using neural networks and methods

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Abstract

The paper deals with the methodology of estimating the cockpit information and control field using indicators of oculomotor activity and a probabilistic neural network, which is used to calculate the final estimate of the considered display version. This methodology was tested on the universal prototyping bench basis with the participation of pilots. The using of this methodology contributes to the rapid and qualitative ergonomic assessment of the cockpit information and control field, which in turn increases the efficiency of human-machine interaction and, as a consequence, the safety of air transportation.

General Information

Keywords: ergonomic assessment, oculomotor activity, cockpit information and control field, probabilistic neural network

Journal rubric: Data Analysis

Article type: scientific article

DOI: https://doi.org/10.17759/mda.2023130302

Acknowledgements. The authors are grateful for scientific and technical support Kuravsky L.S.

Received: 15.07.2023

Accepted:

For citation: Makhortov I.A., Greshnikov I.I. Assessment of cockpit information and control field using neural networks and methods. Modelirovanie i analiz dannikh = Modelling and Data Analysis, 2023. Vol. 13, no. 3, pp. 28–38. DOI: 10.17759/mda.2023130302. (In Russ., аbstr. in Engl.)

References

  1. Greshnikov I.I., Zlatomrezhev V.I., Perspektivnoe informacionno-upravlyayushchee pole kabiny, realizuyushchee novye sposoby informacionnogo obespecheniya ekipazha i upravleniya informacionnym polem vs. 5-ya Mezhdunarodnaya konferenciya «Perspektivnye napravleniya razvitiya bortovogo oborudovaniya grazhdanskih vozdushnyh sudov», sbornik dokladov.
  2. Greshnikov I.I., Zlatomrezhev V.I., Ispol'zovanie peredovyh tekhnologij dlya optimizacii informacionno-upravlyayushchego polya kabiny perspektivnogo samolyota. XVIII vserossijskaya nauchnaya konferenciya «nejrokomp'yutery i ih primenenie», abstracts. 2020 г. (In Russ.).
  3. "IATA" International Air Transport Association, 2019. [On the Internet]. Available: https://www.iata.org/contentassets/b6eb2adc248c484192101edd1ed36015/loc-i_2019.pdf. [Date of access: 14 july 2023].
  4. Akhrameev, Podgotovka pilotov po predotvrashcheniyu i vyvodu iz slozhnyh prostranstvennyh polozhenij i svalivaniya, Moscow: Federation Council Working Group Meeting, 2019. (In Russ.).
  5. Rukovodstvo po podgotovke dlya predotvrashcheniya popadaniya samoleta v slozhnye prostranstvennye polozheniya i vyvoda iz nih, Montreal: International Civil Aviation Organization, 2014. (In Russ.).
  6. A. Drumshchikov, A. V. Zhegallo. Registraciya i analiz napravlennosti vzora cheloveka. - Moscow: Institute of Psychology RAS, 2013. - 316 с. - (Methods of psychology). - ISBN 978-5-9270-0278-8. - EDN RVLGBN. (In Russ.).
  7. Greshnikov I.I., Kuravsky L.S., Zlatomrezhev V.I., Yuriev G.A. Patent for invention №2787317. Komleks provedeniya ergonomicheskih ocenok informacionno-upravlyayushchego polya / Right holder FAU "GosNIIAS" (Russia). - Application No. 2021130113; Application. 15.10.2021; Registered. 09.01.2023.—(ROSPATENT). (In Russ.).
  8. Greshnikov I.I., Certificate of state registration of the computer program №2020663266 "PO postobrabotki rezul'tatov eksperimentov glazodvigatel'noj aktivnosti "/Right holder FGUP "GosNIIAS" (Russia). - Application №2020662389; Application. 15.10.2020; Registered. 26.10.2020.—(ROSPATENT). (In Russ.).
  9. Greshnikov I.I. Razrabotka arhitektury sistemy ob"ektivnyh i sub"ektivnyh ocenok informacionno-upravlyayushchego polya dlya universal'nogo stenda prototipirovaniya kabiny pilotov // Proceedings of GosNIIAS. Series: Issues of avionics. - 2020. - № 5(51). - С. 30-42. - EDN BCEJKK. (In Russ.).

Information About the Authors

Innokenty A. Makhortov, Student, Moscow State University of Psychology & Education, Engineer, State Research Institute of Aviation Systems (GosNIIAS), Moscow, Russia, e-mail: inok546@ya.ru

Ivan I. Greshnikov, PhD in Engineering, Lead Engineer, State Research Institute of Aviation Systems (GosNIIAS), Graduate Student, Moscow State University of Psychology and Education (MSUPE), Moscow, Russia, ORCID: https://orcid.org/0000-0001-5474-3094, e-mail: vvanes@mail.ru

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