Expertises
Computer Science
- Channel State Information
- Human Activity Recognition
- Wi-Fi
- Activity Recognition
- Convolutional Neural Network
- Edge Computing
- Object Detection
- Surveillance Camera
Organisaties
Publicaties
2026
Where WiFi Sensing Fails: A Reproducibility Study of CSI-IMU Substitution for Human Activity Recognition (2026)[Contribution to conference › Paper] 1st Workshop on Reproducible Methods for Wearable Sensing and Ubiquitous Computing held in conjunction with the UbiComp/ISWC 2026 (Accepted/In press). Liebeton, J., İşgüder, E., Durmaz-Incel, Ö. & Klein Brinke, J.Consensus-Based Distributed Channel State Information for Human Activity Recognition (2026)In 2026 IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events (PerCom Workshops). Article 11585363. IEEE Advancing Technology for Humanity. Brinke, J. K., Chiumento, A. & Incel, Ö. D.https://doi.org/10.1109/PerComWorkshops68308.2026.11585363One-Sided CSI-Based Sensing in Adversarial Through-Wall Settings (2026)In Sensor-Based Activity Recognition and Artificial Intelligence - 10th International Workshop, iWOAR 2025, Proceedings: 10th International Workshop, iWOAR 2025, Enschede, The Netherlands, September 18–19, 2025, Proceedings (pp. 1-19) (Lecture Notes in Computer Science; Vol. 16292). Springer. Bakanas, V. & Klein Brinke, J.https://doi.org/10.1007/978-3-032-13312-0_1
2025
Variable Packet Arrival Rates and Activity Durations in Human Activity Recognition with Wi-Fi Channel State Information (2025)In Intelligent Systems and Applications: Proceedings of the 2025 Intelligent Systems Conference (IntelliSys) (pp. 559-576) (Lecture Notes in Networks and Systems; Vol. 1553). Springer. Klein Brinke, J. & Chiumento, A.https://doi.org/10.1007/978-3-031-99958-1_36Towards Edge-Based Idle State Detection in Construction Machinery Using Surveillance Cameras (2025)[Working paper › Preprint]. ArXiv.org. Küpers, X., Klein Brinke, J., Bemthuis, R. H. & Durmaz - Incel, Ö.https://doi.org/10.48550/arXiv.2506.00904Towards Edge-Based Idle State Detection in Construction Machinery Using Surveillance Cameras (2025)In Intelligent Systems and Applications: Proceedings of the 2025 Intelligent Systems Conference (IntelliSys) (pp. 402-418) (Lecture Notes in Networks and Systems; Vol. 1567). Springer. Kupers, X., Klein Brinke, J., Bemthuis, R. & Durmaz - Incel, Ö.https://doi.org/10.1007/978-3-032-00071-2_25
2024
Interwoven Waves: Enhancing the Scalability and Robustness of Wi-Fi Channel State Information for Human Activity Recognition (2024)[Thesis › PhD Thesis - Research UT, graduation UT]. University of Twente. Klein Brinke, J.https://doi.org/10.3990/1.9789036561419Using Federated Learning and Channel State Information-Based Sensing for Scalable and Realistic At-Home Healthcare (2024)In EICC 2024: European Interdisciplinary Cybersecurity Conference (pp. 186-193). ACM Press. Klein Brinke, J., van der Linden, M. & Havinga, P. J. M.https://doi.org/10.1145/3655693.3660254
2023
Wi-Gitation: Replica Wi-Fi CSI Dataset for Physical Agitation Activity Recognition (2023)Data, 9(1). Article 9. Sharma, N., Klein Brinke, J., Braakman-Jansen, A. L. M. A., Havinga, P. J. M. & Le, D. V.https://doi.org/10.3390/data9010009
Onderzoeksprofielen
Verbonden aan opleidingen
Vakken collegejaar 2025/2026
Vakken in het huidig collegejaar worden toegevoegd op het moment dat zij definitief zijn in het Osiris systeem. Daarom kan het zijn dat de lijst nog niet compleet is voor het gehele collegejaar.
Adres

Universiteit Twente
Zilverling (gebouwnr. 11), kamer 5005
Hallenweg 19
7522 NH Enschede
Universiteit Twente
Zilverling 5005
Postbus 217
7500 AE Enschede