Keywords:
- Air traffic control
- air traffic control communications
- air traffic controller
- air traffic controller’s workload
- air traffic management
- Artificial intelligence
- Assistant Based Speech Recognition
- assistant system
- Automatic Speech Recognition
- automatic speech recognition and understanding
- automatic speech understanding
- Building Blocks
- Command Prediction Model
- command recognition rate
- contextual biasing
- Customization of model
- diarization
- domain adaptation
- electronic flight strips
- human factors
- human-in-the-loop simulation
- Integration of prior knowledge
- Iterative learning
- machine learning
- model adaptation
- multiple remote tower
- multitask acoustic modeling
- named entity recognition
- radar label
- rare word recognition
- Rare-word integration
- Readback Error Detection
- saftety
- self-supervised pre-training
- semi-supervised learning
- situation awareness
- Speaker change detection
- speaker role classification
- speaker role identification
- speech recognition
- speech understanding
- tower utterances
- unsupervised learning
- wav2vec 2.0
Publications of Hartmut Helmke sorted by first author
A
| Validating Automatic Speech Recognition and Understanding for Pre-Filling Radar Labels-Increasing Safety While Reducing Air Traffic Controllers' Workload, , , , , , , and , in: Aerospace, 10(6):538, 2023 |
[DOI] |
B
| CONTEXTUAL BIASING METHODS FOR IMPROVING RARE WORD DETECTION IN AUTOMATIC SPEECH RECOGNITION, , , , , , , and , in: Proceedings of the 49th IEEE International Conference on Acoustics, Speech, & Signal Processing (ICASSP) 2024, Seoul, Korea, 2024 |
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| Customization of Automatic Speech Recognition Engines for Rare Word Detection Without Costly Model Re-Training, , , , , , and , in: Proc. 13th SESAR Innovation Days, Seville, Spain, 2023 |
[DOI] [URL] |
H
| Automatic Speech Recognition and Understanding for Radar Label Maintenance Support Increases Safety and Reduces Air Traffic Controllers’ Workload, , , , , , , , , , , and , in: Fifteenth USA/Europe Air Traffic Management Research and Development Seminar (ATM2023), Eurocontrol (Europe), FAA (U.S.), Savannah, Georgia, USA, 2023 |
[URL] |
| Readback Error Detection by Automatic Speech Recognition to Increase ATM Safety, , , , , , , , , , , , , and , in: Fourteenth USA/Europe Air Traffic Management Research and Development Seminar (ATM2021), The United States Federal Aviation Administration (FAA), EUROCONTROL, pages 10, 2021 |
[URL] |
| Readback Error Detection by Automatic Speech Recognition and Understanding -- Results of HAAWAII Project for Isavia’s Enroute Airspace, , , , , , , , , and , in: 11th SESAR Innovation Days, SESAR, pages 9, 2022 |
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| Measuring Speech Recognition And Understanding Performance in Air Traffic Control Domain Beyond Word Error Rates, , , , , , , , and , in: 11th SESAR Innovation Days, 2021 |
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K
| Building Blocks of Assistant Based Speech Recognition for Air Traffic Management Applications, , , , , , , and , in: Conference: SESAR Innovation Days 2018, European Union, Eurocontrol, Salzburg, Austria, SESARJU, 2018 |
[URL] |
| Automated Interpretation of Air Traffic Control Communication: The Journey from Spoken Words to a Deeper Understanding of the Meaning, , , , , , , and , in: 2021 IEEE/AIAA 40th Digital Avionics Systems Conference (DASC), San Antonio, TX, USA, pages 1-9, IEEE, 2021 |
[DOI] |
| Semi-supervised Adaptation of Assistant Based Speech Recognition Models for different Approach Areas, , , , , , , , , , and , in: 37th AIAA/IEEE Digital Avionics Systems Conference, AIAA/IEEE, London, 2018 |
[URL] |
| Machine Learning of Controller Command Prediction Models from Recorded Radar Data and Controller Speech Utterances, , , , , , and , in: Proceedings of the 7th SESAR Innovation Days (SID), University of Belgrade, Belgrade, Serbia, 2017 |
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| Adaptation of Assistant Based Speech Recognition to New Domains and Its Acceptance by Air Traffic Controllers, , , , , , , , , and , in: Proceedings of the 2nd International Conference on Intelligent Human Systems Integration (IHSI 2019): Integrating People and Intelligent Systems, San Diego, California, USA, pages 820 - 826, 2019 |
[DOI] |
M
| Automatic Speech Analysis Framework for ATC Communication in HAAWAII, , , , , and , in: 13th SESAR Innovation Days, 2023 |
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O
| Assistant Based Speech Recognition Support for Air Traffic Controllers in a Multiple Remote Tower Environment, , , , , , , , , , , , and , in: Aerospace, 10(6), 2023 |
[DOI] [URL] |
| Robust Command Recognition for Lithuanian Air Traffic Control Tower Utterances, , , , , , , and , in: Interspeech, 2021 |
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| A Context-Aware Speech recognition and Understanding System for Air Traffic Control Domain, , , , , and , in: Proceedings of the IEEE Automatic Speech Recognition and Understanding Workshop, Okinawa, Japan, 2017 |
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P
| Grammar Based Identification Of Speaker Role For Improving ATCO And Pilot ASR, , , , , , and , Idiap-RR-22-2021 |
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| Grammar Based Speaker Role Identification for Air Traffic Control Speech Recognition, , , , , , and , in: 12th SESAR Innovation Days, 2022 |
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S
| Semi-supervised Learning with Semantic Knowledge Extraction for Improved Speech Recognition in Air Traffic Control, , , , , and , in: Proceedings of Interspeech 2017, Stockholm, Sweden, pages 2406-2410, 2017 |
[DOI] |
| Semi-supervised Learning with Semantic Knowledge Extraction for Improved Speech Recognition in Air Traffic Control, , , , , and , Idiap-RR-21-2017 |
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| Iterative Learning of Speech Recognition Models for Air Traffic Control, , , , , , and , in: Proceedings of Interspeech 2018, ISCA, Hyderabad, India, pages 3519-3523, 2018 |
[DOI] |
Z
| How Does Pre-trained Wav2Vec 2.0 Perform on Domain-Shifted ASR? An Extensive Benchmark on Air Traffic Control Communications, , , , , , , , and , in: 2023 IEEE Spoken Language Technology Workshop (SLT), IEEE, 2023 |
[URL] |
| BERTraffic: A Robust BERT-Based Approach for Speaker Change Detection and Role Identification of Air-Traffic Communications, , , , , , and , Idiap-RR-15-2021 |