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  4. Adaptation and Optimization of Automatic Speech Recognition (ASR) for the Maritime Domain in the Field of VHF Communication
 
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May 25, 2023
Conference Paper
Title

Adaptation and Optimization of Automatic Speech Recognition (ASR) for the Maritime Domain in the Field of VHF Communication

Abstract
This paper introduces a multilingual automatic speech recognizer (ASR) for maritime radio communi cation that automatically converts received VHF radio signals into text. The challenges of maritime radio communication are described at first, and the deep learning architecture of marFM® consisting of audio processing techniques and machine learning algorithms is presented. Subsequently, maritime radio data of interest is analyzed and then used to evaluate the transcription performance of our ASR model for various maritime radio data.
Author(s)
Nakilcioglu, Emin Cagatay  orcid-logo
Fraunhofer-Institut für Materialfluss und Logistik IML  
Reimann, Maximilian
Fraunhofer-Institut für Materialfluss und Logistik IML  
John, Ole  orcid-logo
Fraunhofer-Institut für Materialfluss und Logistik IML  
Mainwork
COMPIT 2023, 22nd International Conference on Computer and IT Applications in the Maritime Industries  
Conference
International Conference on Computer and IT Applications in the Maritime Industries 2023  
Language
English
Fraunhofer-Institut für Materialfluss und Logistik IML  
Keyword(s)
  • marFM

  • Automatic Speech Recognition

  • AI

  • VHF

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