Chen, Shuo and Helmke, Hartmut and Tarakan, Robert M. and Ohneiser, Oliver and Kopald, Hunter and Kleinert, Matthias (2023) Effects of Language Ontology on Transatlantic Automatic Speech Understanding Research Collaboration in the Air Traffic Management Domain. Aerospace, 10 (526), pp. 1-29. Multidisciplinary Digital Publishing Institute (MDPI). doi: 10.3390/aerospace10060526. ISSN 2226-4310.
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Official URL: https://www.mdpi.com/journal/aerospace
Abstract
As researchers around the globe develop applications for the use of Automatic Speech Recognition and Understanding (ASRU) in the Air Traffic Management (ATM) domain, Air Traffic Control (ATC) language ontologies will play a critical role in enabling research collaboration. The MITRE Corporation (MITRE) and the German Aerospace Center (DLR), having independently developed ATC language ontologies for specific applications, recently compared these ontologies to identify opportunities for improvement and harmonization. This paper extends the topic in two ways. First, this paper describes the specific ways in which ontologies facilitate the sharing of and collaboration on data, models, algorithms, metrics, and applications in the ATM domain. Second, this paper provides comparative analysis of word frequencies in ATC speech in the United States and Europe to illustrate that, whereas methods and tools for evaluating ASRU applications can be shared across researchers, the specific models would not work well between regions due to differences in the underlying corpus data.
Item URL in elib: | https://elib.dlr.de/195501/ | ||||||||||||||||||||||||||||
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Document Type: | Article | ||||||||||||||||||||||||||||
Title: | Effects of Language Ontology on Transatlantic Automatic Speech Understanding Research Collaboration in the Air Traffic Management Domain | ||||||||||||||||||||||||||||
Authors: |
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Date: | 2 June 2023 | ||||||||||||||||||||||||||||
Journal or Publication Title: | Aerospace | ||||||||||||||||||||||||||||
Refereed publication: | Yes | ||||||||||||||||||||||||||||
Open Access: | Yes | ||||||||||||||||||||||||||||
Gold Open Access: | Yes | ||||||||||||||||||||||||||||
In SCOPUS: | Yes | ||||||||||||||||||||||||||||
In ISI Web of Science: | Yes | ||||||||||||||||||||||||||||
Volume: | 10 | ||||||||||||||||||||||||||||
DOI: | 10.3390/aerospace10060526 | ||||||||||||||||||||||||||||
Page Range: | pp. 1-29 | ||||||||||||||||||||||||||||
Publisher: | Multidisciplinary Digital Publishing Institute (MDPI) | ||||||||||||||||||||||||||||
Series Name: | Special Issue Automatic Speech Recognition and Understanding in Air Traffic Management | ||||||||||||||||||||||||||||
ISSN: | 2226-4310 | ||||||||||||||||||||||||||||
Status: | Published | ||||||||||||||||||||||||||||
Keywords: | automatic speech recognition; natural language understanding; semantic interpretation; air traffic control; radio communications; intent representation; semantic ontology; performance metrics | ||||||||||||||||||||||||||||
HGF - Research field: | Aeronautics, Space and Transport | ||||||||||||||||||||||||||||
HGF - Program: | Aeronautics | ||||||||||||||||||||||||||||
HGF - Program Themes: | Air Transportation and Impact | ||||||||||||||||||||||||||||
DLR - Research area: | Aeronautics | ||||||||||||||||||||||||||||
DLR - Program: | L AI - Air Transportation and Impact | ||||||||||||||||||||||||||||
DLR - Research theme (Project): | L - Integrated Flight Guidance | ||||||||||||||||||||||||||||
Location: | Braunschweig | ||||||||||||||||||||||||||||
Institutes and Institutions: | Institute of Flight Guidance > Controller Assistance | ||||||||||||||||||||||||||||
Deposited By: | Diederich, Kerstin | ||||||||||||||||||||||||||||
Deposited On: | 09 Aug 2023 13:20 | ||||||||||||||||||||||||||||
Last Modified: | 28 Nov 2023 13:02 |
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