Kleinert, Matthias und Helmke, Hartmut und Siol, Gerald und Ehr, Heiko und Klakow, Dietrich und Singh, Mittul und Motlice, Petr und Kern, Christian und Cerna, Aneta und Hlousek, Petr (2019) Adaptation of Assistant Based Speech Recognition to New Domains and its Acceptance by Air Traffic Controllers. In: Intelligent Human Systems Integration: Integrating People and Intelligent Systems (IHSI 2019) (ISI/SCOPUS). Intelligent Human Systems Integration: Integrating People and Intelligent Systems (IHSI 2019), 07. - 10. Feb. 2019, San Diego, Kalifornien, USA. doi: 10.1007/978-3-030-11051-2_125.
Dieses Archiv kann nicht den Volltext zur Verfügung stellen.
Kurzfassung
In air traffic control rooms, paper flight strips are more and more replaced by digital solutions. The digital systems, however, increase the workload for air traffic controllers: For instance, each voice-command must be manually inserted into the system by the controller. Recently the AcListant® project has validated that Assistant Based Speech Recognition (ABSR) can replace the manual inputs by automatically recognized voice commands. Adaptation of ABSR to different environments, however, has shown to be expensive. The Horizon 2020 funded project MALORCA MAchine Learning Of Speech Recognition Models for Controller Assistance), proposed a more effective adaptation solution integrating a machine learning Framework. As a first showcase, ABSR was automatically adapted with radar data and voice recordings for Prague and Vienna. The system reaches command recognition error rates of 0.6% (Prague) resp. 3.2% (Vienna). This paper describes the feedback trials with controllers from Vienna and Prague.
elib-URL des Eintrags: | https://elib.dlr.de/123251/ | ||||||||||||||||||||||||||||||||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Dokumentart: | Konferenzbeitrag (Vortrag) | ||||||||||||||||||||||||||||||||||||||||||||
Titel: | Adaptation of Assistant Based Speech Recognition to New Domains and its Acceptance by Air Traffic Controllers | ||||||||||||||||||||||||||||||||||||||||||||
Autoren: |
| ||||||||||||||||||||||||||||||||||||||||||||
Datum: | 2019 | ||||||||||||||||||||||||||||||||||||||||||||
Erschienen in: | Intelligent Human Systems Integration: Integrating People and Intelligent Systems (IHSI 2019) (ISI/SCOPUS) | ||||||||||||||||||||||||||||||||||||||||||||
Referierte Publikation: | Ja | ||||||||||||||||||||||||||||||||||||||||||||
Open Access: | Nein | ||||||||||||||||||||||||||||||||||||||||||||
Gold Open Access: | Nein | ||||||||||||||||||||||||||||||||||||||||||||
In SCOPUS: | Nein | ||||||||||||||||||||||||||||||||||||||||||||
In ISI Web of Science: | Nein | ||||||||||||||||||||||||||||||||||||||||||||
DOI: | 10.1007/978-3-030-11051-2_125 | ||||||||||||||||||||||||||||||||||||||||||||
Status: | veröffentlicht | ||||||||||||||||||||||||||||||||||||||||||||
Stichwörter: | Machine Learning, Assistant Based Speech Recognition, Automatic Speech Recognition, Air Traffic Controller | ||||||||||||||||||||||||||||||||||||||||||||
Veranstaltungstitel: | Intelligent Human Systems Integration: Integrating People and Intelligent Systems (IHSI 2019) | ||||||||||||||||||||||||||||||||||||||||||||
Veranstaltungsort: | San Diego, Kalifornien, USA | ||||||||||||||||||||||||||||||||||||||||||||
Veranstaltungsart: | internationale Konferenz | ||||||||||||||||||||||||||||||||||||||||||||
Veranstaltungsdatum: | 07. - 10. Feb. 2019 | ||||||||||||||||||||||||||||||||||||||||||||
HGF - Forschungsbereich: | Luftfahrt, Raumfahrt und Verkehr | ||||||||||||||||||||||||||||||||||||||||||||
HGF - Programm: | Luftfahrt | ||||||||||||||||||||||||||||||||||||||||||||
HGF - Programmthema: | Luftverkehrsmanagement und Flugbetrieb | ||||||||||||||||||||||||||||||||||||||||||||
DLR - Schwerpunkt: | Luftfahrt | ||||||||||||||||||||||||||||||||||||||||||||
DLR - Forschungsgebiet: | L AO - Air Traffic Management and Operation | ||||||||||||||||||||||||||||||||||||||||||||
DLR - Teilgebiet (Projekt, Vorhaben): | L - Effiziente Flugführung (alt) | ||||||||||||||||||||||||||||||||||||||||||||
Standort: | Braunschweig | ||||||||||||||||||||||||||||||||||||||||||||
Institute & Einrichtungen: | Institut für Flugführung > Lotsenassistenz | ||||||||||||||||||||||||||||||||||||||||||||
Hinterlegt von: | Kleinert, Matthias | ||||||||||||||||||||||||||||||||||||||||||||
Hinterlegt am: | 05 Jun 2019 10:49 | ||||||||||||||||||||||||||||||||||||||||||||
Letzte Änderung: | 24 Jul 2023 13:04 |
Nur für Mitarbeiter des Archivs: Kontrollseite des Eintrags