Dr. Joana M. Warnecke
Research Associate
at the Peter L. Reichertz Institute for Medical Informatics,
University of Braunschweig – Institute of Technology and
Hannover Medical School, Germany
Contact
University of Braunschweig - Institute of Technology
Peter L. Reichertz Institute for Medical Informatics
Muehlenpfordtstr. 23
room: IZ 437
38106 Braunschweig
Germany
phone:+49 (0) 531 / 391 - 2129
fax:+49 (0) 531 / 391 - 9502
email: joana.warnecke@plri.de
Research Interests
- Signal Fusion with Deep Learning
- Biomedical Signal Processing
- Machine Learning
Paper
2023
- Warnecke JM, Lasenby J, Deserno TM. Robust in-vehicle respiratory rate detection using multimodal signal fusion. Sci Rep. 2023 Nov;13:20435. doi: 10.1038/s41598-023-47504-y
- Warnecke JM, Lasenby J, Deserno TM. Robust in-vehicle heartbeat detection using multimodal signal fusion. Sci Rep. 2023 Nov;13:20864. doi: 10.1038/s41598-023-47484-z
- Warnecke JM, Baumgartner C, Breitner MH, Briechle DF, Deserno TM, Heumann M, Johns M, Picker A, Rausch A, and Wolf L. Continuous health monitoring on shared mobility devices: a health-escooter prototype. Annu Conf Haw Int Conf Sys Scien. 2024 Jan;2024:3485-3494.
2022
- Deserno TM, Warnecke JM , Flormann M, Henze R. Combining vehicle bus and vital sign sensors for continuous health monitoring during driving: concept and first results. Conf Proc IEEE ICECCME. 2022 Nov;2022:1-6.
- Warnecke JM, Ganapathy N, Koch E, Dietzel A, Flormann M, Henze R, Deserno TM. Printed and flexible ECG electrodes attached to the steering wheel for continuous health monitoring during driving. Sensors (Basel). 2022 May;22(11):4198.
- Selvaraju V, Spicher N, Wang J, Ganapathy N, Warnecke JM, Leonhardt S, Swaminathan R, Deserno TM. Continuous monitoring of vital signs using cameras: a systematic review. Sensors (Basel). 2022 May;22(11):4097.
2021
- Warnecke JM, Boeker N, Spicher N, Wang J, Flormann M, Deserno TM. Sensor fusion for robust heartbeat detection during driving. Annu Int Conf IEEE Eng Med Biol Soc. 2021 Nov;2021:447-450.
- Warnecke JM, Wang J, Cakir T, Spicher N, Ganapathy N, Deserno TM. Registered report protocol: Developing an artifact index for capacitive electrocardiography signals acquired with an armchair. PLOS ONE. 2021 Jul;16(7):e0254780.
- Wang J, Spicher N, Warnecke JM, Haghi M, Schwartze J, Deserno TM. Unobtrusive health monitoring in private spaces: the smart home. Sensors (Basel). 2021 Jan;21(3):864.
2020
- Haghi M, Danyali S, Thurow K, Warnecke JM, Wang J, Deserno TM. Hardware prototype for wrist-worn simultaneous monitoring of environmental, behavioral, and physiological parameters. J Appl Sci. 2020 Aug;10(16):5470.
- Warnecke JM, Wang J, Deserno TM. Lessons learned: implementation of a nationwide innovative e-learning module for health enabling technologies. Stud Health Technol Inform. 2020 Jun;272:39-42.
- Wang J, Warnecke JM, Haghi M, Deserno TM. Unobtrusive health monitoring in private spaces: the smart vehicle. Sensors. 2020 Apr;20(9):2442.
2019
- Warnecke JM, Wang J, Deserno TM. Noise reduction for efficient in-vehicle respiration monitoring with accelerometers. Conf Proc IEEE Eng Med Biol Soc. 2019 Jul;2019:3257-3261.
- Wang J, Warnecke JM, Deserno TM. In-vehicle respiratory rate estimation using accelerometers. Stud Health Technol Inform. 2019 Jun;261:97-102.
- Wang J, Warnecke JM, Deserno TM. The vehicle as a diagnostic space: efficient placement of accelerometers for respiration monitoring during driving. Stud Health Technol Inform. 2019 Apr;258:206-210. (Young Scientist Prize)
Project Proposal
- Accepted DFG proposal "Car as a Diagnostic Space (CarDS)" with a funding volume of over half a million euros (project number: 513991330).
Research Visit
- 2021 - 2022: Department of Engineering, University of Cambridge, UK.
Teaching
2024
2023
2022
2021
2020
2019
2018
Supervision
Feel free to contact me if you are interested and you want to write a bachelor's or master's thesis. The open topics are a guide line and topic suggestions for "Smart Car" are possible.
| In Progress |
Type |
Supervisor |
| Development of a Redundant Decision System for Heart Rate Detection During Driving with an extended Camera System |
Master Thesis |
Joana M. Warnecke |
| Signal Fusion Algorithm Optimization for Respiratory Rate Detection During Driving |
Project Thesis |
Joana M. Warnecke |
| Completed |
Type |
Supervisor |
| Detection of Stress Levels Based on Multi-Domain Data in Vehicles |
Master Thesis |
Joana M. Warnecke |
| Heart Rate Detection on an E-Scooter |
Master Thesis |
Joana M. Warnecke |
| Development of a Redundant Decision System for Respiratory Rate Detection in a Driving Simulator |
Bachelor Thesis |
Joana M. Warnecke |
| Radar for Continuous Monitoring of Heart and Respiratory Rate in a Vehicle |
Bachelor Thesis |
Joana M. Warnecke |
| Video-based Heart Rate Detection in a Driving Simulator |
Master Thesis |
Joana M. Warnecke |
| Video-based Respiratory Rate Detection in a Vehicle |
Bachelor Thesis |
Joana M. Warnecke |
| Heart Rate Monitoring with Ballistocardiogram Sensors in a Vehicle |
Bachelor Thesis |
Joana M. Warnecke |
| Development of a Redundant Decision System for Heart Rate Detection in a Driving Simulator |
Master Thesis |
Joana M. Warnecke |
| Development of an Artefact Index for Signal Quality Determination of Capacitive ECG Data |
Master Thesis |
Joana M. Warnecke |
| Evaluation of a Trained Neuronal Netzwork on ECG Data without Ground Truth |
Bachelor Thesis |
Joana M. Warnecke |
