Detail projektu
HAAWAII - Highly Automated Air Traffic Controller Workstations with Artificial Intelligence Integration
Období řešení: 1. 6. 2020 – 30. 11. 2022
Typ projektu: grant
Kód: H2020-SESAR-2019-2
Agentura: Evropská unie
Program: Horizon 2020
Název česky
HAAWAII - Highly Automated Air Traffic Controller Workstations with Artificial Intelligence Integration
Typ
grant
Klíčová slova
umělá inteligence, strojové učení, řízení letového provozu, zpracování přirozeného jazyka, automatické rozpoznávání řeči
Abstrakt
Cílem projektu je výzkum a vývoj spolehlivého, proti chybám odolného a přizpůsobitelného řešení pro automatický přepis hlasových příkazů vyřčených jak pracovníky řízení letového provozu, tak piloty.
Řešitelé
Smrž Pavel, doc. RNDr., Ph.D.
(UPGM)
– hlavní řešitel
Doležal Jan, Ing. (UPGM)
Dytrych Jaroslav, Ing., Ph.D. (UPGM)
Hradiš Michal, Ing., Ph.D. (UPGM)
Jírovec Martin, Ing. (DFIT-děkan)
Musil Martin, Ing., Ph.D. (UPGM)
Otrusina Lubomír, Ing. (UPGM)
Doležal Jan, Ing. (UPGM)
Dytrych Jaroslav, Ing., Ph.D. (UPGM)
Hradiš Michal, Ing., Ph.D. (UPGM)
Jírovec Martin, Ing. (DFIT-děkan)
Musil Martin, Ing., Ph.D. (UPGM)
Otrusina Lubomír, Ing. (UPGM)
Publikace
2023
- MOTLÍČEK, P.; PRASAD, A.; NIGMATULINA, I.; HELMKE, H.; OHNEISER, O.; KLEINERT, M. Automatic Speech Analysis Framework for ATC Communication in HAAWAII. Proceedings of the 13th SESAR Innovation Days. Seville: SESAR Joint Undertaking, 2023.
p. 1-9. Detail - ZULUAGA-GOMEZ, J.; SARFJOO, S.; PRASAD, A.; NIGMATULINA, I.; MOTLÍČEK, P.; ONDŘEJ, K.; OHNEISER, O.; HELMKE, H. BERTraffic: BERT-based Joint Speaker Role and Speaker Change Detection for Air Traffic Control Communications. In IEEE Spoken Language Technology Workshop, SLT 2022 - Proceedings. Doha: IEEE Signal Processing Society, 2023.
p. 633-640. ISBN: 978-1-6654-7189-3. Detail
2022
- KOCOUR, M.; ŽMOLÍKOVÁ, K.; ONDEL YANG, L.; ŠVEC, J.; DELCROIX, M.; OCHIAI, T.; BURGET, L.; ČERNOCKÝ, J. Revisiting joint decoding based multi-talker speech recognition with DNN acoustic model. In Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH. Proceedings of Interspeech. Incheon: International Speech Communication Association, 2022.
p. 4955-4959. ISSN: 1990-9772. Detail - NIGMATULINA, I.; ZULUAGA-GOMEZ, J.; PRASAD, A.; SARFJOO, S.; MOTLÍČEK, P. A Two-Step Approach to Leverage Contextual Data: Speech Recognition in Air-Traffic Communications. In ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings. Singapore: IEEE Signal Processing Society, 2022.
p. 6282-6286. ISBN: 978-1-6654-0540-9. Detail - PRASAD, A.; ZULUAGA-GOMEZ, J.; MOTLÍČEK, P.; SARFJOO, S.; NIGMATULINA, I.; OHNEISER, O.; HELMKE, H. Grammar Based Speaker Role Identification for Air Traffic Control Speech Recognition. Proceedings of the 12th SESAR Innovation Days. Budapest: 2022.
p. 1-9. Detail - PRASAD, A.; ZULUAGA-GOMEZ, J.; MOTLÍČEK, P.; SARFJOO, S.; NIGMATULINA, I.; VESELÝ, K. Speech and Natural Language Processing Technologies for Pseudo-Pilot Simulator. Proceedings of the 12th SESAR Innovation Days. Budapest: 2022.
p. 1-9. Detail
2021
- HELMKE, H.; KLEINERT, M.; SHETTY, S.; OHNEISER, O.; EHR, H.; PRASAD, A.; MOTLÍČEK, P.; VESELÝ, K.; ONDŘEJ, K.; SMRŽ, P.; HARFMANN, J.; WINDISCH, C. Readback Error Detection by Automatic Speech Recognition to Increase ATM Safety. In Proceedings of ATM Seminar. on-line: EUROPEAN ORGANISATION FOR THE SAFETY OF AIR NAVIGATION, 2021.
p. 1-10. Detail - HELMKE, H.; SHETTY, S.; KLEINERT, M.; OHNEISER, O.; EHR, H.; MOTLÍČEK, P.; PRASAD, A.; WINDISCH, C. Measuring Speech Recognition And Understanding Performance in Air Traffic Control Domain Beyond Word Error Rates. Proceedings of 11th SESAR Innovation Days 2021. Belgie: 2021.
p. 1-8. Detail - KLEINERT, M.; HELMKE, H.; SHETTY, S.; OHNEISER, O.; EHR, H.; PRASAD, A.; MOTLÍČEK, P.; HARFMANN, J. Automated Interpretation of Air Traffic Control Communication: The Journey from Spoken Words to a Deeper Understanding of the Meaning. In Proceedings of DASC 2021. San Antonio, Texas: Institute of Electrical and Electronics Engineers, 2021.
p. 1-9. ISBN: 978-1-6654-3420-1. Detail - KOCOUR, M.; VESELÝ, K.; BLATT, A.; ZULUAGA-GOMEZ, J.; SZŐKE, I.; ČERNOCKÝ, J.; KLAKOW, D.; MOTLÍČEK, P. Boosting of Contextual Information in ASR for Air-Traffic Call-Sign Recognition. In Proceedings Interspeech 2021. Proceedings of Interspeech. Brno: International Speech Communication Association, 2021.
p. 3301-3305. ISSN: 1990-9772. Detail - SZŐKE, I.; KESIRAJU, S.; NOVOTNÝ, O.; KOCOUR, M.; VESELÝ, K.; ČERNOCKÝ, J. Detecting English Speech in the Air Traffic Control Voice Communication. In Proceedings Interspeech 2021. Proceedings of Interspeech. Brno: International Speech Communication Association, 2021.
p. 3286-3290. ISSN: 1990-9772. Detail - ZULUAGA-GOMEZ, J.; NIGMATULINA, I.; PRASAD, A.; MOTLÍČEK, P.; VESELÝ, K.; KOCOUR, M.; SZŐKE, I. Contextual Semi-Supervised Learning: An Approach to Leverage Air-Surveillance and Untranscribed ATC Data in ASR Systems. In Proceedings Interspeech 2021. Proceedings of Interspeech. Brno: International Speech Communication Association, 2021.
p. 3296-3300. ISSN: 1990-9772. Detail