• Wireless acoustic sensor networks (WASNs)
• Wireless body area networks (WBANs)
• Wireless sensor networks (WSNs)
• Audio and speech processing
• Signal Processing for brain-computer interfaces (BCI)
• EEG signal processing
• Signal enhancement and artifact/noise reduction
• Adaptive filters
• Distributed estimation
• Distributed signal enhancement
• Multi-channel signal processing & sensor arrays

Recente projecten

• Gedistribueerde draadloze EEG-sensorpatches voor auditieve aandachtsdecodering in hoortechnologie (01/01/2024 - 30/06/2025) - Promotor
• Datacentrische gedistribueerde signaalverwerking voor spatiale filtering in draadloze sensornetwerken (16/11/2023 - 31/10/2024) - Promotor
• Leg je hersenen te luister! Online meting van auditieve aandacht via elektroencephalografie (EEG) bij individuen en groepen van lerenden (01/10/2023 - 30/09/2027) - Promotor
• Signaalverwerkingsalgoritmen voor aandachtsdecodering van breinresponses op natuurlijke stimuli in brein-computer interfaces (01/10/2023 - 30/09/2026) - Promotor
• Online meting van auditieve aandacht via elektroencephalografie (EEG) bij individuen en groepen van lerenden (01/10/2023 - 01/10/2027) - Co-promotor
• Signaalverwerkingsalgoritmen voor aandachtsdecodering van breinresponses op natuurlijke stimuli in brein-computer interfaces. (01/10/2022 - 30/09/2023) - Promotor
• Representatie leren voor visuele brein-computer interfaces (30/09/2022 - 30/09/2026) - Promotor
• Signaalverwerking voor EEG-gebaseerde brein-computer interfaces (25/08/2022 - 25/08/2026) - Promotor
• Naar natuurlijke brein-computer interfaces: representatieleren voor het identificeren van de temporele codering van realistische videobeelden in EEG (01/01/2022 - 31/12/2025) - Promotor
• Vroegtijdige detectie van longfibrose door analyse van ademhalingsgeluiden (21/01/2021 - 21/01/2025) - Co-promotor

Recente publicaties

• launch Seeuws, N., Bertrand, A. (sup.), De Vos, M. (cosup.) (2024). Detection of Disturbances and Events in Biomedical Signals with Deep Learning.
• launch Rotaru, I., Geirnaert, S., Heintz, N., van de Ryck, I., Bertrand, A., Francart, T. with Rotaru, I. (corresp. author), Bertrand, A. (corresp. author), Francart, T. (corresp. author) (2024). What are we really decoding? Unveiling biases in EEG-based decoding of the spatial focus of auditory attention. JOURNAL OF NEURAL ENGINEERING, 21 (1), Art.No. ARTN 016017. doi: 10.1088/1741-2552/ad2214
• launch Yao, Y., Stebner, A., Tuytelaars, T., Geirnaert, S., Bertrand, A. (2024). Identifying temporal correlations between natural single-shot videos and EEG signals. Journal Of Neural Engineering. doi: 10.1088/1741-2552/ad2333
• launch Cao, Z., Seeuws, N., De Vos, M., Bertrand, A. (2024). Change Point Detection in Multi-channel Time Series via a Time-invariant representation. Ieee Transactions On Knowledge And Data Engineering. doi: 10.1109/TKDE.2023.3347356
• launch Geirnaert, S., Zink, R., Francart, T., Bertrand, A. (2024). Fast, accurate, unsupervised, and time-adaptive EEG-based auditory attention decoding for neuro-steered hearing devices. In: C. Guger, B. Allison, T.M. Rutkowski, M. Korostenskaja (Eds.), Brain-Computer Interface Research, Chapt. 4, (29-40). Springer. ISBN: 978-3-031-49457-4. doi: 10.1007/978-3-031-49457-4_4
• launch Strypsteen, T., Bertrand, A. (sup.) (2023). Distributed Deep Neural Networks for Wireless Neuro-Sensor Networks.
• launch Musluoglu, C.A., Bertrand, A. (sup.) (2023). Distributed Spatial Filtering in Wireless Sensor Networks.
• launch Cao, Z., Seeuws, N., De Vos, M., Bertrand, A. (2023). A novel loss for change point detection models with time-invariant representations. Ieee Signal Processing Letters, 30, 1737-1741. doi: 10.1109/LSP.2023.3336258
• launch Poormohammadi, F., Van Deyck, M., Deckers, M., Saboor, A., Wang, B., Mehrjouseresht, P., Zhang, Z., Symons, A., Pas, P., Bodard, A., van Rooij, H., Verhelst, M., Bertrand, A., Sabariego, R., Patrinos, P., Coppens, P. (2023). The “Eagle” Approach To Train Electrical Engineers With Collaborative Problem-Solving Skills. In: 51st Annual Conference of the European Society for Engineering Education (SEFI), (Paper No. 143). Presented at the European Society for Engineering Education (SEFI), Dublin, Ireland. doi: 10.21427/3NC0-AB72 via repository
• launch Geirnaert, S., Francart, T., Bertrand, A. (2023). Stimulus-Informed Generalized Canonical Correlation Analysis of Stimulus-Following Brain Responses. In: Proceedings EUSIPCO 2023, (1000-1004). Presented at the EUSIPCO 2023, Helsinki, Filand, 04 Sep 2023-08 Sep 2023. ISBN: 978-9-4645-9360-0. doi: 10.23919/EUSIPCO58844.2023.10290073 via repository