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This paper describes a simple yet efficient repetition-based modular system for speeding up air-traffic controllers (ATCos) training. E.g., a human pilot is still required in EUROCONTROL's ESCAPE lite simulator (see…

Computation and Language · Computer Science 2022-12-15 Amrutha Prasad , Juan Zuluaga-Gomez , Petr Motlicek , Saeed Sarfjoo , Iuliia Nigmatulina , Karel Vesely

Automatic Speech Recognition (ASR) for air traffic control is generally trained by pooling Air Traffic Controller (ATCO) and pilot data into one set. This is motivated by the fact that pilot's voice communications are more scarce than…

Computation and Language · Computer Science 2022-12-15 Amrutha Prasad , Juan Zuluaga-Gomez , Petr Motlicek , Saeed Sarfjoo , Iuliia Nigmatulina , Oliver Ohneiser , Hartmut Helmke

Voice communication between air traffic controllers (ATCos) and pilots is critical for ensuring safe and efficient air traffic control (ATC). This task requires high levels of awareness from ATCos and can be tedious and error-prone. Recent…

Advances in Automatic Speech Recognition (ASR) over the last decade opened new areas of speech-based automation such as in Air-Traffic Control (ATC) environment. Currently, voice communication and data links communications are the only way…

Computation and Language · Computer Science 2020-08-14 Juan Zuluaga-Gomez , Petr Motlicek , Qingran Zhan , Karel Vesely , Rudolf Braun

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 voice communications follow a well-defined grammar that could be…

Computation and Language · Computer Science 2021-08-30 Juan Zuluaga-Gomez , Iuliia Nigmatulina , Amrutha Prasad , Petr Motlicek , Karel Veselý , Martin Kocour , Igor Szöke

Automatic Speech Recognition (ASR) is greatly developed in recent years, which expedites many applications on other fields. For the ASR research, speech corpus is always an essential foundation, especially for the vertical industry, such as…

Computation and Language · Computer Science 2021-02-17 Bo Yang , Xianlong Tan , Zhengmao Chen , Bing Wang , Dan Li , Zhongping Yang , Xiping Wu , Yi Lin

In this work, we propose a new automatic speech recognition (ASR) system based on feature learning and an end-to-end training procedure for air traffic control (ATC) systems. The proposed model integrates the feature learning block,…

Sound · Computer Science 2021-11-05 Peng Fan , Dongyue Guo , Yi Lin , Bo Yang , Jianwei Zhang

Personal assistants, automatic speech recognizers and dialogue understanding systems are becoming more critical in our interconnected digital world. A clear example is air traffic control (ATC) communications. ATC aims at guiding aircraft…

In this paper, a multilingual end-to-end framework, called as ATCSpeechNet, is proposed to tackle the issue of translating communication speech into human-readable text in air traffic control (ATC) systems. In the proposed framework, we…

Computation and Language · Computer Science 2021-02-18 Yi Lin , Bo Yang , Linchao Li , Dongyue Guo , Jianwei Zhang , Hu Chen , Yi Zhang

Utilizing air-traffic control (ATC) data for downstream natural-language processing tasks requires preprocessing steps. Key steps are the transcription of the data via automatic speech recognition (ASR) and speaker diarization, respectively…

Computation and Language · Computer Science 2024-06-21 Alexander Blatt , Aravind Krishnan , Dietrich Klakow

Automatic speech recognition (ASR) allows transcribing the communications between air traffic controllers (ATCOs) and aircraft pilots. The transcriptions are used later to extract ATC named entities, e.g., aircraft callsigns. One common…

Audio and Speech Processing · Electrical Eng. & Systems 2022-10-18 Juan Zuluaga-Gomez , Seyyed Saeed Sarfjoo , Amrutha Prasad , Iuliia Nigmatulina , Petr Motlicek , Karel Ondrej , Oliver Ohneiser , Hartmut Helmke

In the domain of air traffic control (ATC) systems, efforts to train a practical automatic speech recognition (ASR) model always faces the problem of small training samples since the collection and annotation of speech samples are expert-…

Sound · Computer Science 2021-02-17 Yi Lin , Qin Li , Bo Yang , Zhen Yan , Huachun Tan , Zhengmao Chen

This work provides a feasible solution to the existing airport surface safety monitoring capabilities (i.e., Airport Surface Surveillance Capability (ASSC)), namely language AI-based voice communication understanding for collision risk…

Audio and Speech Processing · Electrical Eng. & Systems 2025-10-01 Yutian Pang , Andrew Paul Kendall , Alex Porcayo , Mariah Barsotti , Anahita Jain , John-Paul Clarke

Effective communication in Air Traffic Control (ATC) is critical to maintaining aviation safety, yet the challenges posed by accented English remain largely unaddressed in Automatic Speech Recognition (ASR) systems. Existing models struggle…

Air traffic control (ATC) relies on communication via speech between pilot and air-traffic controller (ATCO). The call-sign, as unique identifier for each flight, is used to address a specific pilot by the ATCO. Extracting the call-sign…

Computation and Language · Computer Science 2022-04-14 Alexander Blatt , Martin Kocour , Karel Veselý , Igor Szöke , Dietrich Klakow

Automatic spoken instruction understanding (SIU) of the controller-pilot conversations in the air traffic control (ATC) requires not only recognizing the words and semantics of the speech but also determining the role of the speaker.…

Sound · Computer Science 2022-08-23 Dongyue Guo , Jianwei Zhang , Bo Yang , Yi Lin

Automatic speech recognition (ASR) technique is becoming increasingly popular to improve the efficiency and safety of air traffic control (ATC) operations. However, the conversation between ATC controllers and pilots using multilingual…

Sound · Computer Science 2023-05-02 Peng Fan , Dongyue Guo , JianWei Zhang , Bo Yang , Yi Lin

Automatic speech recognition (ASR) is a key area in computational linguistics, focusing on developing technologies that enable computers to convert spoken language into text. This field combines linguistics and machine learning. ASR models,…

Computation and Language · Computer Science 2024-06-27 Anish Saha , A. G. Ramakrishnan

We launched a community platform for collecting the ATC speech world-wide in the ATCO2 project. Filtering out unseen non-English speech is one of the main components in the data processing pipeline. The proposed English Language Detection…

Audio and Speech Processing · Electrical Eng. & Systems 2021-04-07 Igor Szoke , Santosh Kesiraju , Ondrej Novotny , Martin Kocour , Karel Vesely , Jan "Honza" Cernocky

The developments in transformer encoder-decoder architectures have led to significant breakthroughs in machine translation, Automatic Speech Recognition (ASR), and instruction-based chat machines, among other applications. The pre-trained…

Computation and Language · Computer Science 2025-06-30 Kartheek Kumar Reddy Nareddy , Sarah Ternus , Julia Niebling
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