Repository logo

Infoscience

  • English
  • French
Log In
Logo EPFL, École polytechnique fédérale de Lausanne

Infoscience

  • English
  • French
Log In
  1. Home
  2. Academic and Research Output
  3. Conferences, Workshops, Symposiums, and Seminars
  4. Adaptation of Assistant Based Speech Recognition to New Domains and Its Acceptance by Air Traffic Controllers
 
conference paper

Adaptation of Assistant Based Speech Recognition to New Domains and Its Acceptance by Air Traffic Controllers

Kleinert, Matthias
•
Helmke, Hartmut
•
Siol, Gerald
Show more
2019
IHSI 2019: Intelligent Human Systems Integration 2019
2nd International Conference on Intelligent Human Systems Integration (IHSI 2019): Integrating People and Intelligent Systems

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.

  • Details
  • Metrics
Type
conference paper
DOI
10.1007/978-3-030-11051-2_125
Author(s)
Kleinert, Matthias
Helmke, Hartmut
Siol, Gerald
Ehr, heiko
Klakow, Dietrich
Singh, Mittul
Motlicek, Petr
Christian, Kern
Aneta, Cerna
Petr, Hlousek
Date Issued

2019

Published in
IHSI 2019: Intelligent Human Systems Integration 2019
Start page

820

End page

826

Written at

EPFL

EPFL units
LIDIAP  
Event nameEvent place
2nd International Conference on Intelligent Human Systems Integration (IHSI 2019): Integrating People and Intelligent Systems

San Diego, California, USA

Available on Infoscience
January 22, 2019
Use this identifier to reference this record
https://infoscience.epfl.ch/handle/20.500.14299/153576
Logo EPFL, École polytechnique fédérale de Lausanne
  • Contact
  • infoscience@epfl.ch

  • Follow us on Facebook
  • Follow us on Instagram
  • Follow us on LinkedIn
  • Follow us on X
  • Follow us on Youtube
AccessibilityLegal noticePrivacy policyCookie settingsEnd User AgreementGet helpFeedback

Infoscience is a service managed and provided by the Library and IT Services of EPFL. © EPFL, tous droits réservés