Papenfuss, Anne und Schmidt, Christoph Andreas (2023) Using automatic speech recognition to evaluate team processes in aviation - first experiences and open questions. In: 20th International Conference on Engineering Psychology and Cognitive Ergonomics, EPCE 2023, held as part of the 25th International Conference on Human-Computer Interaction, HCII 2023, 14018, Seiten 501-513. Springer Nature Switzerland. 20th International Conference, EPCE 2023 Held as Part of the 25th HCI International Conference, HCII 2023, 2023-07-23 - 2023-07-28, Copenhagen, Denmark. doi: 10.1007/978-3-031-35389-5_34. ISBN 978-303135388-8. ISSN 0302-9743.
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Kurzfassung
This paper reports on the application of automatic speech recognition (ASR) for the analysis of team communication. Shortening the time needed to derive literal transcripts of team communication is seen as an enabler to conduct team process analysis more often in applied research. First, the theoretical background, the connection between teamwork and communication and the stateof-the-art of ASR is described. Second, one use case of collaboration is described in detail to understand the specifics of the observed communication. Applying the nearly untrained ASR to this data yielded a word error rate of 36%. These results and required performance are discussed. The outlook discusses the use of a new generation of ASR models and their expected performance benefits.
elib-URL des Eintrags: | https://elib.dlr.de/195701/ | ||||||||||||
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Dokumentart: | Konferenzbeitrag (Vortrag) | ||||||||||||
Titel: | Using automatic speech recognition to evaluate team processes in aviation - first experiences and open questions | ||||||||||||
Autoren: |
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Datum: | Juli 2023 | ||||||||||||
Erschienen in: | 20th International Conference on Engineering Psychology and Cognitive Ergonomics, EPCE 2023, held as part of the 25th International Conference on Human-Computer Interaction, HCII 2023 | ||||||||||||
Referierte Publikation: | Ja | ||||||||||||
Open Access: | Nein | ||||||||||||
Gold Open Access: | Nein | ||||||||||||
In SCOPUS: | Ja | ||||||||||||
In ISI Web of Science: | Nein | ||||||||||||
Band: | 14018 | ||||||||||||
DOI: | 10.1007/978-3-031-35389-5_34 | ||||||||||||
Seitenbereich: | Seiten 501-513 | ||||||||||||
Herausgeber: |
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Verlag: | Springer Nature Switzerland | ||||||||||||
Name der Reihe: | Lecture Notes in Artificial Intelligence | ||||||||||||
ISSN: | 0302-9743 | ||||||||||||
ISBN: | 978-303135388-8 | ||||||||||||
Status: | veröffentlicht | ||||||||||||
Stichwörter: | automatic speech recognition communication analysis teamwork | ||||||||||||
Veranstaltungstitel: | 20th International Conference, EPCE 2023 Held as Part of the 25th HCI International Conference, HCII 2023 | ||||||||||||
Veranstaltungsort: | Copenhagen, Denmark | ||||||||||||
Veranstaltungsart: | internationale Konferenz | ||||||||||||
Veranstaltungsbeginn: | 23 Juli 2023 | ||||||||||||
Veranstaltungsende: | 28 Juli 2023 | ||||||||||||
HGF - Forschungsbereich: | Luftfahrt, Raumfahrt und Verkehr | ||||||||||||
HGF - Programm: | Luftfahrt | ||||||||||||
HGF - Programmthema: | Luftverkehr und Auswirkungen | ||||||||||||
DLR - Schwerpunkt: | Luftfahrt | ||||||||||||
DLR - Forschungsgebiet: | L AI - Luftverkehr und Auswirkungen | ||||||||||||
DLR - Teilgebiet (Projekt, Vorhaben): | L - Lufttransportbetrieb und Folgenabschätzung, L - Faktor Mensch | ||||||||||||
Standort: | Braunschweig | ||||||||||||
Institute & Einrichtungen: | Institut für Flugführung > Systemergonomie | ||||||||||||
Hinterlegt von: | Papenfuß, Anne | ||||||||||||
Hinterlegt am: | 27 Okt 2023 14:41 | ||||||||||||
Letzte Änderung: | 24 Apr 2024 20:56 |
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