A survey on artificial intelligence (ai) and explainable ai in air traffic management: Current trends and development with future research trajectory

A Degas, MR Islam, C Hurter, S Barua, H Rahman… - Applied Sciences, 2022 - mdpi.com
Air Traffic Management (ATM) will be more complex in the coming decades due to the
growth and increased complexity of aviation and has to be improved in order to maintain …

Spoken instruction understanding in air traffic control: Challenge, technique, and application

Y Lin - Aerospace, 2021 - mdpi.com
In air traffic control (ATC), speech communication with radio transmission is the primary way
to exchange information between the controller and aircrew. A wealth of contextual …

A unified framework for multilingual speech recognition in air traffic control systems

Y Lin, D Guo, J Zhang, Z Chen… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
This work focuses on robust speech recognition in air traffic control (ATC) by designing a
novel processing paradigm to integrate multilingual speech recognition into a single …

Natural Language Processing (NLP) in Aviation Safety: Systematic Review of Research and Outlook into the Future

C Yang, C Huang - Aerospace, 2023 - mdpi.com
Advanced digital data-driven applications have evolved and significantly impacted the
transportation sector in recent years. This systematic review examines natural language …

A real-time ATC safety monitoring framework using a deep learning approach

Y Lin, L Deng, Z Chen, X Wu, J Zhang… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
A deep learning-based safety monitoring framework for air traffic control (ATC) systems is
proposed in this paper to reduce human errors and relieve the controllers' workload by …

Automatic speech recognition for air traffic control communications

S Badrinath, H Balakrishnan - Transportation research …, 2022 - journals.sagepub.com
A significant fraction of communications between air traffic controllers and pilots is through
speech, via radio channels. Automatic transcription of air traffic control (ATC) …

Open source automatic speech recognition for German

B Milde, A Köhn - Speech communication; 13th ITG …, 2018 - ieeexplore.ieee.org
High quality Automatic Speech Recognition (ASR) is a prerequisite for speech-based
applications and research. While state-of-the-art ASR software is freely available, the …

Contextual semi-supervised learning: An approach to leverage air-surveillance and untranscribed ATC data in ASR systems

J Zuluaga-Gomez, I Nigmatulina, A Prasad… - arXiv preprint arXiv …, 2021 - arxiv.org
Air traffic management and specifically air-traffic control (ATC) rely mostly on voice
communications between Air Traffic Controllers (ATCos) and pilots. In most cases, these …

A two-step approach to leverage contextual data: speech recognition in air-traffic communications

I Nigmatulina, J Zuluaga-Gomez… - ICASSP 2022-2022 …, 2022 - ieeexplore.ieee.org
Automatic Speech Recognition (ASR), as the assistance of speech communication between
pilots and air-traffic controllers, can significantly reduce the complexity of the task and …

Towards recognition for radio-echo speech in air traffic control: Dataset and a contrastive learning approach

Y Lin, Q Wang, X Yu, Z Zhang, D Guo… - IEEE/ACM Transactions …, 2023 - ieeexplore.ieee.org
In the air traffic control (ATC) domain, automatic speech recognition (ASR) suffers from radio
speech echo, which cannot be addressed by existing echo cancellation due to auditory …